Diseases Of The Gastrointestinal System Long Essays

Diseases Of The Gastrointestinal System Long Essays

Question 1. Describe the pathophysiology, clinical features, diagnosis & management of reflux oesophagitis.

Answer:

Reflux Oesophagitis

Gastro-oesophageal reflux disease (GERD)

Definition:

  • Reflux Oesophagitis is defined as the reflux of gastric contents into the esophagus resulting in inflammation of the esophagus caused by H+ ions, pepsin & bile salts.

Pathophysiology

Diseases Of The Gastrointestinal System Pathophysiology

Gastrointestinal system diseases long essay

Clinical Features:

  1. Heartburn
  2. Acid eructation.
  3. Painful swallowing.
  4. Transient dysphagia, n Strictures.
  5. Iron deficiency anaemia. b Hoarseness of voice.
  6. Acid erosion of incisors.
  7. Pneumonia.

Diagnosis:

Diseases Of The Gastrointestinal System Diagnosis

  1. General Measures
    • Weight reduction
    • Avoid alcohol & smoking.
    • Avoid sleeping immediately after large meals.
    • Avoid the use of analgesics and anti-inflammatory drugs.
    • Use of small volumes and frequent meals.
  2. Medical Measures:
    • In mild cases.
      • Liquid antacid – 10 – 15 ml 1 – 3 hours after meals.
    • In moderate cases – H2 antagonists are used.
      • Cimetidine – 400 mg.
      • Ranitidine – 150 mg BD or QID with meals. & before bed for 6 weeks.
    • In severe cases – proton pump inhibitors are used.
      • Omeprazole – 20 – 40 mg/ day.
      • Lansoprazole – 15 – 30 mg/ day.
      • Pantaprazole – 40 mg/ day.
      • Rabiprazole – 10 – 20 mg/day.
    • Other
      • Metoclopramide 10 mg TID increases the lower oesophageal sphincter.
  3. Surgical Treatment:
    • Repair of the sphincter.
    • Construction of additional valve mechanism.

Read And Learn More: General Medicine Question and Answers

Question 2. Describe etiology. Clinical features, diagnosis & management of peptic ulcer.

Answer:

Peptic Ulcer:

  1. It is defined as the presence of an ulcer in the lower esophagus, stomach, or duodenum, in the jejunum after surgery to the stomach.
  2. It is a breach in the mucosa.

Etiology:

  1. Hereditary.
  2. Helicobacter pylori infection.
  3. Smoking.
  4. Corticosteroids
  5. Acid-pepsin versus mucosal resistance.
  6. Alcohol consumption.

Pathogenesis:

Diseases Of The Gastrointestinal System Etiology Pathogenesis

Long essay on GI tract disorders

Peptic Ulcer Clinical Features:

  1. It is chronic condition
  2. Epigastric pain.
  3. Hunger pain – occurring in an empty stomach.
  4. Night pain – wakes the patient from sleep.
  5. Episodic pain.
  6. Excessive salivation.
  7. Heart bum.
  8. Loss of appetite.
  9. Nausea, vomiting anorexia.
  10. Haematemesis.
  11. Weight loss.

Peptic Ulcer Investigations:

Diseases Of The Gastrointestinal System Investigation

Peptic Ulcer Treatment:

  1. General Measures:
    • Avoid smoking
    • Avoid alcohol consumption
    • Avoid NSAIDs
  2. Medical Treatment:
    • Antacids
      • 15 – 30 ml liquid, 1 – 3 hours after food and before bedtime for 4-6 weeks.
    • H2 receptor antagonists.
      • Cimetidine – 400 mg BD
      • Ranitidine – 150 mg BD
    • Proton pump inhibitor.
      • Omeprazole – 20 mg daily for 4 – 8 weeks.
      • Lansoprazole – 15 – 30 mg daily for 4-8 weeks.
      • Pantaprazole – 40 mg daily for 4-8 weeks.
    • Prostaglandin analogs.
      • Misoprostol – 200 mg 4 times daily.
  3. Surgical Treatment:
    • Truncal vagotomy + pyloroplasty.
    • Partial gastrectomy.
    • Elective surgery.

Question 3. Discuss the etiology, clinical features, and management of malabsorption syndrome.

Answer:

Malabsorption Syndrome:

  • Malabsorption Syndrome refers to the defective absorption of one or more essential nutrients through the intestine.

Etiology:

  1. Pancreatic disorders.
    • Chronic pancreatitis
    • Cystic fibrosis
    • Malignancy pancreas.
  2. Disorders causing deficiency of bile acids.
    • Interruption of enterohepatic circulation.
    • Abnormal bacterial proliferation in small intestine.
    • Drugs like neomycin.
    • Inadequate absorptive surface.
    • Mucosal defects.
      • Mucosal defects.
      • Tropical sprue.
      • Lymphoma.
      • Amyloidosis.
  3. Biochemical or genetic abnormalities.
    • Disaccharidase deficiency.
    • Hypogammaglobulinaemia.
  4. Metabolic defects.
    • Diabetes mellitus
    • Addison’s disease
  5. Specific malabsorption.
    • Lactose deficiency.
    • Vitmai B12 malabsorption.

Malabsorption Syndrome Clinical Features:

  1. General Features:
    • 3 health
    • Loss of weight
    • Lazziness, lassitude
    • Fatigue, weakness.
  2. GIT symptoms
    • Diarrhea
    • Abdominal pain, distension.
    • Stomatitis, glossitis, cheilosis.
  3. Genitourinary.
    • Nocturia.
    • Loss of libido.
  4. Hematopoietic.
    • Anaemia.
  5. Skeletal
    • Bone pain
    • Tetany
    • Muscle wasting
  6. Nervous system
    • Night blindness
    • Xerophthalmia.
    • Peripheral neuropathy.
  7. Skin
    • Purpura.
    • Hyperkeratosis
    • Edema of legs

Malabsorption Syndrome Management:

  1. Use of gluten-free diet.
  2. Use of a low-fat diet and cholestyramine.
  3. Replacement therapy for anemia, bone disease, and coagulation defects.
  4. Vitamins and minerals supplementation.
  5. Oral administration of folic acid & iron.
  6. Intravenous fluid administration for dehydration.
  7. Use of corticosteroids to suppress immunological responses.

Digestive system diseases long questions

Question 4. How will you investigate a case of dysphagia? Enumerate conditions causing dysphagia.

Answer:

Dysphagia:

  • It is defined as difficulty in swallowing.

Dysphagia Causes:

  1. Mechanical narrowing of the esophagus.
    • Intrinsic causes.
      • Congenital atresia.
      • Stomatitis, glossitis, tonsillitis, pharyngitis.
      • Benign or malignant tumors.
      • Oesophageal stricture or ulceration.
    • Extrinsic causes.
      • Retropharyngeal abscess.
      • Enlarged thyroid gland.
      • Aortic aneurysm.
  2. Motor dysphagia.
    • Lower motor neuron paralysis.
    • Neuromuscular paralysis.
    • Oesophageal muscle weakness.
    • Paralysis of the oesophageal sphincter.

Dysphagia Investigations:

Diseases Of The Gastrointestinal System Dysphagia Ingestigations

Diseases Of Cardiovascular System Short Answers

Diseases Of Cardiovascular System Short Answers

Question 1. Coronary vasodilators

Answer:

Coronary Vasodilators

They reduce the mortality in patients with cardiac failure

They are:

  • Arteriolar dilators – hydralazine, minoxidil
    • They relax arterial smooth muscles thus reducing peripheral vascular resistance and afterload
  • Venodilators – nitrates
    • They reduce the venous return to the heart
    • This reduces the stretching of the ventricular walls and myocardial oxygen requirements
  • Arteriolar and venular dilators – sodium nitro- pride, ACE inhibitors, prazosin, calcium channel blockers
    • They reduce both preload and afterload

Question 2. Four causes of acute left ventricular failure

Answer:

Four Causes Of Acute Left Ventricular Failure

  1. Left ventricular outflow obstruction
    • Systemic hypertension
    • Coarctation of aorta
    • Aortic valvular stenosis
  2. Left ventricular inflow obstruction
    • Mitral stenosis
  3. Left ventricular volume overload
    • Mitral valve prolapsed
    • Mitral regurgitation
    • Aortic regurgitation
    • Ventricular septal defect
  4. Reduced left ventricular contractility
    • Cardiomyopathy
    • Anterior wall myocardial infarction

Read And Learn More: General Medicine Question and Answers

Question 3. Cyanosis.

Answer: Cyanosis

Definition: Bluish discoloration of skin and mucous membrane is called cyanosis.

Cyanosis Sites Involved:

  • Lips a Nail beds
  • Fingertips
  • Ear lobule.
  • The undersurface of the tongue.
  • Malar eminence
  • Creases of palms.

Cyanosis Types:

  1. Peripheral cyanosis.
  2. Central cyanosis.

Cardiovascular diseases short answers

Question 4. Causes of central cyanosis.

Answer:

Causes Of Central Cyanosis

  1. Pulmonary causes
    • High altitude
    • Pneumonia
    • Pneumothorax
    • COPD
    • Severe acute asthma
    • Respiratory failure.
  2. Cardiovascular causes.
    • Acute pulmonary edema.
    • Cyanotic heart disease.
  3. Blood disorders.
    • Methaemoglobin.

Question 5. Mid-diastolic murmur.

Answer:

Mid-Diastolic Murmur

Mid-diastolic murmur is a trembling murmur heard at the apex.

  • It is a flow murmur.

Mid-Diastolic Murmur Causes:

  • Dilatation of left ventricle,
  • Functional mitral regurgitation.

Diseases Of Cardiovascular System Mid-diastolic Murmur

Question 6. Bradycardia – causes.

Answer:

Sinus Node Dysfunction:

  • Myocardial infarction.
  • Hypothermia.
  • Hypothyroidism.
  • Obstructive jaundice.
  • Raised intracranial pressure
  • Typhoid fever
  • Drugs like digoxin, calcium channel blockers, and beta-blockers.

Question 7. Tachycardia.

Answer:

Tachycardia

A heart rate of more than 100 per minute due to any cause is called tachycardia.

Tachycardia Causes:

  1. Physiological
    • Exercise
    • Emotion
    • Fear
    • Smoking.
    • Excessive consumption of tea, coffee, etc.
  2. Pathological.
    • Anxiety.
    • Fever
    • Thyrotoxicosis.
    • Anaemia.
    • Heart failure
    • Hypo or hypertension
    • Pheochromocytoma.
    • Drugs – bronchodilators.

Tachycardia Types:

  1. Supraventricular tachycardia.
  2. Ventricular tachycardia.

Heart diseases Q&A

Question 8. Atrial fibrillation.

Answer:

Atrial Fibrillation

Atrial fibrillation is the most common cardiac arrhythmia.

  • The atrial rate is more than 350 beats/min.

Atrial Fibrillation Causes:

  • Coronary artery disease
  • Rheumatic valvular disease
  • Idiopathic
  • Cardiomyopathy
  • Thyro toxicosis.
  • Alcoholism.
  • Congenital heart disease.
  • Pulmonary embolism.

Atrial Fibrillation Treatment:

  • Treat the cause
  • Anti-arrhythmic drugs,
  • Anti-coagulant.
  • Defibrillation.

Diseases Of Cardiovascular System Atrial Fibrillation

Question 9. Cardiac arrest.

Answer:

Cardiac Arrest

Definition: It is defined as the sudden complete arrest of heart function.

Cardiac Arrest Causes:

  • Ventricular fibrillation
  • Ventricular asystole.
  • Electromechanical dissociation.

Cardiac Arrest Clinical Features:

  • Absence of pulses.
  • Cold extremities.
  • Loss of consciousness.
  • Cessation of respiration.
  • No heartbeat.

Cardiac Arrest Management:

  • ABC support.
  1. A – airway.
    • Clear mouth and airway.
    • Extend neck and raise chin.
  2. B-breathing.
    • Direct mouth-to-mouth breathing.
    • Indirect mouth-to-mouth breathing.
  3. C-circulation.
    • Cardiac massage.

Common heart disorders short questions

Question 10. Heart failure.

Answer:

Heart Failure

Heart failure denotes a pathophysiologic state when the heart is not able to maintain its cardiac output to meet the demands of metabolizing tissues.

Heart Failure Types:

  • Acute and chronic.
  • Compensated and decompensated
  • Right, left, and biventricular heart failure.
  • Forward and backward heart failure.
  • Systolic and diastolic heart failure.
  • High and low output failure.

Question 11. Treatment of cardiac failure.

Answer:

Treatment Of Cardiac Failure

  1. General measures.
    • Bed rest
    • Regular isotonic exercises
    • Low-calorie intake.
    • Salt restriction.
  2. Drug therapy.
    • Digitalis – digoxin – 0.25 – 0.5 mg/ day
    • Sympathomimetic amine – dopamine, dobutamine.
    • Diuretics – thiazides, loop diuretcis, potassium sparing.
    • Vasodilators – ACE inhibitors – captopril – 12.5 – 25 mg TID.
  3. Cardiac transplantation.

Question 12. Complications of heart failure.

Answer:

Complications Of Heart Failure

  • Acute renal failure.
  • Hypokalemia.
  • Hyponatraemia.
  • Jaundice.
  • Deep vein thrombosis.
  • Arrhythmias.
  • Systemic embolism.

Question 13. Congenital heart disease.

Answer:

Congenital Heart Disease Clinical Features:

  • Central cyanosis.
  • Growth retardation.
  • Syncope
  • Stature

Etiology:

  • Infections – rubella infection.
  • Chromosomal defects – Down’s syndrome.
  • Connective tissue disorders,
  • Alcohol abuse.

Question 14. Classification of congenital heart disease.

Answer:

Classification Of Congenital Heart Disease

  1. Acyanotic.
    • Acyanotic with left to right shunt.
      • Atrial septal defect.
      • Ventricular septal defect.
      • Patent ductusarteriosus.
    • Acyanotic without shunt.
      • Pulmonary stenosis.
      • Aortic stenosis.
      • Coarctation of aorta.
  2. Cyanotic.
    • Complete transposition of great vessels.
    • Tetralogy of Fallot
    • Persistent truncus arteriosus.

Coronary artery disease short question answer

Question 15. Atrial septal defect.

Answer:

Atrial Septal Defect

It is a cyanotic heart disease with a left to right shunt through a defect in the interatrial septum.

Atrial Septal Defect Types:

  1. Ostium secundum defect – Involves fossa ovalis.
  2. Ostium primum defect.
    • Lies in the common atrioventricular canal.

Atrial Septal Defect Features:

  • Asymptomatic.
  • Good volume pulse
  • Systolic murmur.
  • Diastolic flow murmur.
  • Wide and fixed splitting of the second heart.
  • Chest X-ray – shows an enlargement of the heart.
  • ECG – shows incomplete or complete right bundle branch block.
  • Echocardiogram – shows right ventricular dilatation, hypertrophy.
  • Color Doppler – measures flow velocities.

Atrial Septal Defect Treatment:

  • Surgical closure of the defect.

Question 16. Fallor tetralogy.

Answer:

Fallot Tetralogy Components:

  • Pulmonary stenosis.
  • Ventricular septal defect.
  • Over-riding of the aorta.
  • Right ventricular hypertrophy.

Fallot Tetralogy Clinical Features:

  • Cyanosis – develops after 1 year of age.
  • The child may become apnoeic and may fall unconscious.
  • Growth retardation.
  • Grade 4 clubbing.
  • Polycythaemia.
  • Ejection systolic murmur.

Question 17. Rheumatic fever/Jone’s criteria.

Answer:

Rheumatic Fever/Jone’s Criteria

Rheumatic Fever is an acute inflammatory disease that occurs as a complication of group A streptococcal infection.

Rheumatic Fever Clinical Features:

  • Jone’s criteria.
  • Major criteria.
  • Carditis
  • Polyarthritis
  • Chorea
  • Erythema marginatum
  • Subcutaneous nodules.
  • Minor criteria.
  • Fever
  • Arthralgia.
  • Raised ESR
  • Previous history of rheumatic fever.
  • Positive CRP.

Hypertension short answer format

Question 18. Aortic regurgitation – signs.

Answer:

Collapsing Or Good Volume Pulse:

  • Bounding peripheral pulses.
  • Corrigan’s sign-dancing carotids.
  • Quincke’s sign-capillary pulsation in nail beds.
  • Duroziez’s sign.
  • Pistol shots sound.
  • De Musset’s sign – head nodding with a carotid pulse.
  • Cyanosis.
  • Pitting ankle oedema.
  • Tender hepatomegaly.

Question 19. Infective endocarditis.

Answer:

Infective Endocarditis

Infective Endocarditis is a microbial infection of the mural endocardium a heart valve or valves or lining of blood vessels.

Question 20. Complications of infective endocarditis.

Answer:

Complications Of Infective Endocarditis

If not treated, infective endocarditis may lead to.

  • Stroke
  • Organ damage
  • Spread of infection to other body parts
  • Heart failure.
  • Septic embolization
  • Mycotic aneurysm.
  • Neurologic complications.
  • Renal complications.
  • Musculoskeletal complications.

Question 21. Complications of hypertension.

Answer:

Complications Of Hypertension

  1. Central nervous system.
    • Cerebral atheroma
    • Transient cerebral ischaemic attacks
    • Stroke.
    • Hypertensive encephalopathy
    • Subarachnoid hemorrhage.
  2. Retinopathy.
  3. Heart
    • Left ventricular hypertrophy.
    • Cardiac failure.
  4. Kidney
    • Proteinuria
    • Uraemia.

Atherosclerosis question and answer

Question 22. Hypertensive retinopathy.

Answer:

Hypertensive Retinopathy

It is an ophthalmic complication of hypertension.

Grades:

Diseases Of Cardiovascular System Hypertensive Retinopathy

  1. Cardiac causes
    • Malignant arrhythmias.
      • Ischaemic heart disease
      • Heart blocks
      • Valvular heart disease
      • Infective endocarditis
      • Myocarditis
      • Cardiomyopathy.
    • Thromboembolism.
  2. Idiopathic.

Question 23. Causes of sudden death in myocardial infarction.

Answer:

Causes Of Sudden Death In Myocardial Iinfarction

  • Noncardiac causes
    • Cerebral hemorrhage.
    • Ruptured aortic aneurysm.

Question 24. Risk factors for coronary artery disease.

Answer:

Old Age:

  • Sex – common in males
  • Family history
  • Smoking, alcohol.
  • Hypertension.
  • Mental stress Hypercholesterolemia.
  • Diabetes mellitus.
  • Sedentary habits
  • Obesity
  • Polyunsaturated fatty acid deficiencies
  • Hyperfibrinogenaemia.
  • Low levels of anti-oxidant vitamins
  • Protein S and C deficiency.

Question 25. Aspirin.

Answer:

Aspirin

Aspirin is a non-selective COX inhibitor.

Aspirin Uses:

  • As analgesic
  • Fever
  • Arthritis, fibromyositis
  • Acute rheumatic fever
  • Rheumatoid arthritis
  • Osteoarthritis.
  • Postmyocardial infarction.
  • Inflammatory bowel disease.

Aspirin Adverse Effects:

  • Nausea, vomiting, epigastric distress.
  • Headache, dizziness, confusion.
  • Allergic reactions – rashes, urticaria, photosensitivity.
  • Hemolysis.
  • Nephrotoxicity.
  • Hepatotoxicity.
  • Reye’s syndrome.
  • Salicylism.

Heart failure short questions

Question 26. Oral anticoagulants.

Answer:

Oral Anticoagulants

Oral anticoagulants are drugs given orally to reduce the coagulability of blood.

Oral Anticoagulants Classification:

  1. Coumarin derivative.
    • Bishydroxycoumarin, warfarin sodium, acenocoumarol.
  2. Indanedione derivative.
    • Phenindione.

Oral Anticoagulants Uses:

  • Venous thrombosis
  • Pulmonary embolism.
  • Post-operative, post-stroke patients.
  • Rheumatic valvular disease.
  • Unstable angina.
  • Vascular surgery.

Question 27. Beta-blockers – uses.

Answer:

Hypertension:

  • Angina pectoris.
  • Cardiac arrest
  • Myocardial infarction.
  • Congestive cardiac failure.
  • Obstructive cardiomyopathy.
  • Pheochromocytoma.
  • Thyrotoxicosis.
  • Glaucoma.
  • Prophylaxis of migraine.
  • Anxiety.

Question 28. Nitrates.

Answer:

Nitrates.

Nitrates are vasodilators. They are

  • Nitroglycerin
  • Isosorbide dinitrate
  • Isosorbide mononitrate
  • Pentaerythritol tetranitrate.

Nitrates Uses:

  • External angina
  • Vasospastic angina
  • Unstable angina
  • Cardiac failure.
  • Myocardial infarction.
  • Cyanide poisoning.
  • Relieves oesophageal spasm.
  • Spasmolytic.

Question 29. Anti-anginal drugs.

Answer:

Anti-Anginal drugs

Anti-anginal drugs are used to improve the balance between oxygen supply and demand.

  • Drugs used in the treatment of angina are as follows.
  1. Nitrates
    • Nitroglycerin, isosorbide dinitrate, isosorbide mononitrate.
  2. Calcium channel blockers.
    • Verapamil, diltiazem, amlodipine, nifedipine.
  3. Beta-blockers
    • Propranolol, atenolol.
  4. Potassium channel openers.
    • Nicorandil, pinacidil.
  5. Miscellaneous.
    • Dipyridamole, aspirin, ivabradine.

Question 30. Calcium channel blockers (CCB).

Answer:

Calcium Channel Blockers (CCB) are.

  1. Dihydropyridines.
    • Nifedipine.
    • Nimodipine.
    • Amlodipine.
    • Nicardipine.
    • Felodipine.
  2. Others.
    • Verapamil.
    • Diltiazem.

Calcium Channel Blockers Use

  • Angina pectoris
  • Hypertension.
  • Arrhythmia.
  • Peripheral vascular disease.
  • Hypertrophic cardiomyopathy.
  • Migraine.
  • Subarachnoid hemorrhage.
  • Preterm labor.

Question 31. ESR, erythrocyte sedimentation rate.

Answer:

ESR, Erythrocyte Sedimentation Rate

It was first demonstrated by Edmund Beirnacki in 1897.

Erythrocyte Sedimentation Rate Definition:

The rate at which the erythrocytes settle down in a vertical tube is called ESR.

Erythrocyte Sedimentation Rate  Normal values:

  • According to Westergren’s method.
    • Males -3-7 mm in 1 hour.
    • Females – 5 – 9 mm in 1 hour.
    • Infants – 0 – 2 mm in 1 hour.

Erythrocyte Sedimentation Rate  Significance:

  • Confirms diagnosis.
  • Helps to assess the patient’s response to treatment for certain chronic inflammatory diseases.

Factors Affecting ESR:

  • The specific gravity of RBC ais  Rouleaux formation.
  • Size of RBC
  • Viscosity of blood.
  • RBC count.

Question 32. Heart sounds.

Answer:

Heart Sounds

Mechanical activities of the heart during each cardiac cycle produce some sounds called heart sounds.

Heart sounds Types

Diseases Of Cardiovascular System Heart Sounds Types

Question 33. Pericarditis.

Answer:

Etiology:

  • Infection.
  • Immunological reaction.
  • Trauma
  • Neoplasm.
  • Idiopathic.

Pericarditis Clinical Features:

  • Retrosternal pain.
  • Pain radiates to the shoulder and neck.
  • Aggravated by deep breathing, movement, changes of position, exercise, and swallowing.

Pericarditis Management:

  • Aspirin – 600 mg 4 hourly.
  • Indomethacin – 25 mg 8 hourly.
  • Paracentesis.
  • Surgical drainage.

Cardiac diseases short question bank

Question 34. Collapsing pulse.

Answer:

Collapsing Pulse

It is a pulse characterized by a rapid upstroke, rapid downstroke, and a high volume.

Factors Effecting it:

  • Increased stroke volume.
  • Diastolic leak back into left ventricle
  • Low systemic vascular resistance

Collapsing Pulse Significance:

  • It occurs in.
    • Aortic regurgitation
    • Patent ductusarteriosus
    • Ruptured sinus of Valsalva
    • Large arteriovenous fistula
    • Hyperkinetic circulatory states,

Question 35. Treatment of deep vein thrombosis.

Answer: ‘

Bed rest with legs elevated to 15 degrees

  • Physiotherapy
  • Graduated elastic stockings.
  • Use of heparin.
  • Thrombolysis with streptokinase.
  • Thrombectomy.

Question 36. Corrigan’s sign.

Answer:

Corrigan’s Sign

Described by Sir Dominic John Corrigan.

  • It is a sign of severe aortic valve regurgitation.
  • It is a jerky carotid pulse characterized by full expansion followed by quick collapse.
  • It appears in the advanced form of the disease.
  • By this time, the patient is usually symptomatic.

Corrigan’s Sign Causes:

  • Rheumatic fever.
  • Infective endocarditis,
  • Marfan’s syndrome.
  • Ehlers – Danlos syndrome.
  • Collagen vascular disease.

Question 37. Cardiopulmonary resuscitation.

Answer:

Cardiopulmonary Resuscitation

Position the patient on a firm surface such as the floor.

  • The heel of the hand should be placed over the lower end of the sternum and with the other hand above it depress the sternum for 3-4 cm,
  • It should be maintained at the rate of 60 per minute.
  • It should be continued as long as cardiac resuscitation remains feasible and cerebral function is intact.
  • It may take a few minutes or even a few hours.

Diseases Of Cardiovascular System Cardiopulmonary Resuscitation

Question 38. Intermittent claudication.

Answer:

Intermittent Claudication

It is a symptom occurring due to chronic arterial occlusion.

Diseases Of Cardiovascular System Pathogenesis

Intermittent Claudication Features:

  • Pain occurs during exertion and gradually disappears within minutes upon cessation of activity.
  • The group of muscles which will be affected depends on the site of arterial occlusion.

Diseases Of Cardiovascular System Intermittent Claudication Features

Boyd’s Classification:

Diseases Of Cardiovascular System Boyd's Clssification

VIVA VOCE

  1. The most common congenital heart disease is a ventricular septal defect
  2. The commonest cause of ventricular tachycardia is acute myocardial infarction
  3. The commonest cyanotic heart disease is tetralogy The commonestRheumatic fever mostly results in mitral regurgitation
  4. Markers the commonesfirstst in myocardial infarction is CPK-MB
  5. The pacemaker of the heart is the SA node
  6. The first symptom of heart failure is dyspnoea
  7. In atrial flutter P wave of ECG sarees a saThe pacemaker appearance
  8. Preload is the first diastolic filling pressure of the ventricle just before,e contraction
  9. The force against which the ventricular contracts is termed  as afterload
  10. Kussumaul’s sign is an increase of jugular venous pressure during inspiration.

Disease Of The Hepatobiliary System

Disease Of The Hepatobiliary System

Hepatic Carcinoma

  • Hepatic Carcinoma is the most common type of liver cancer

Hepatic Carcinoma Etiology:

  • Hepatitis B and C infection.
  • Alcoholism.
  • Cirrhosis of the liver.
  • Hemochromatosis.
  • Wilsons disease.
  • Oestrogen and androgen.
  • Anabolic steroids.

Hepatic Carcinoma Clinical Features

  • Yellow skin.
  • Bloating from fluid in the abdomen.
  • Easy bruising.
  • Loss of appetite n Weight loss
  • Abdominal pain
  • Nausea, vomiting
  • Fatigue.
  • Poly ischemia, hypoglycemia, hypercalcemia.

Hepatic Carcinoma Diagnosis

  • Serum alkaline phosphatase – high.
  • Ultrasonography – shows carcinoma, lesion shows poorly defined margins.
  • CT scan – detects small tumours.
  • Angiography — shows tumor blushes.
  • Liver aspiration – confirms tumour.

Hepatobiliary system diseases

Hepatic Carcinoma Management

  • Liver transplantation.
  • Surgical resection.
  • Transcatheter arterial chemoembolization (TACE)
  • Palliative therapy – use of cisplatin, and fluorouracil.
  • Radiofrequency ablation.

Read And Learn More: General Medicine Question and Answers

Liver Abscess:

  • Liver abscess is a pus-filled mass inside the liver.

Liver Abscess: Etiology

  • Portal vein bacteremia from appendicitis, diverticulitis, and a perforated bowel.
  • Systemic bacteremia via the hepatic artery.
  • Ascending cholangitis.
  • Penetrating trauma.
  • Direct extension from focus of infection.

Liver Abscess Clinical Features

  • Subacute in onset.
  • Jaundice
  • Abdominal pain.
  • Nausea, vomiting.
  • Dark urine, clay-colored stools.
  • Fever with chills.
  • Loss of appetite.
  • Weight loss.
  • Weakness.

Liver Abscess Complications

  • Pleural effusion.
  • Perforation of abscess with peritonitis
  • Subphrenic abscess.
  • Empyema,
  • Hepatic coma.

Liver and biliary diseases

 Jaundice

Jaundice: Jaundice refers to yellow discoloration of skin, mucous membrane, sclera, and conjunctiva due to raised serum bilirubin.

Jaundice Classification

  1. Based on coloration of sclera.
    • Medical jaundice – yellow coloration.
    • Surgical jaundice – greenish-yellow coloration.
  2. Based on etiology of jaundice.
    • Hemolytic.
    • Hepatic
    • Obstructive.
  3. Based on chemical nature of bilirubin.
    • Unconjugated hyperbilirubinemia.
    • Conjugated hyperbilirubinemia.

Jaundice Causes

  1. Jaundice with predominantly unconjugated hyperbilirubinemia.
    • Hemolysis.
      • Intracorpuscular or extracorpuscular defects.
      • Drug-induced.
      • Infections.
    • Decreased uptake of bilirubin.
      • Drugs
      • Sepsis
      • Congenital
    • Decreased conjugation of bilirubin.
      • Neonatal jaundice.
      • Gilbert’s syndrome.
  2. Jaundice with predominantly conjugated hyperbilirubinemia.
    • Intrahepatic cholestasis.
      • Congenital
      • Drugs and alcohol.
      • Hepatitis
      • Primary biliary cirrhosis.
      • Hodgkin’s lymphoma.
      • Postoperative.
    • Extrahepatic biliary obstruction.
      • Bile duct stone
      • Biliary stricture c Trauma
      • Tumour
      • Pancreatitis.

Hepatobiliary disorders

Jaundice Clinical Features

Disease Of the Hepatobiliary System Jaundice Clinical Features

Jaundice Diagnosis

Disease Of the Hepatobiliary System Diagnosis

Jaundice Complications

  • Sepsis
  • Biliary cirrhosis
  • Pancreatitis
  • Coagulopathy
  • Renal and liver disease

Jaundice Management

  • Treat the causative agent.
  • Discontinue the causative drug/toxin.
  • Maintain adequate hydration and rest.
  • Avoid alcohol.
  • Use of analgesics to relieve pain, and antibiotics for infections.
  • Blood transfusion.

Question 4. Describe the etiology, clinical features, complications diagnosis, and management of serum hepatitis B. Add a note on its prevention. (or) Enumerate the viruses causing acute hepatitis. Describe the clinical features and complications of viral hepatitis B. Add a note on the dental significance.

Answer:

Hepatitis: It is an acute parenchymal disease of the liver.

Viruses Causing Acute Hepatitis

  1. Specific viruses.
    • Hepatitis A virus
    • Hepatitis B virus
    • Hepatitis C virus
    • Hepatitis D virus
    • Hepatitis E virus
  2. Other viruses.
    • Cytomegalovirus
    • Epstein barr virus.
    • Herpes simplex virus.

Common liver diseases

Hepatitis B

Hepatitis B: Etiology: Etiology is caused by the hepatitis B virus.

Hepatitis B Clinical Features:

  1. Prodromal symptoms – Anicteric phase.
    • Occurs before the development of jaundice.
    • Fever with chills, malaise
    • Headache.
    • Aches and pain.
    • Nausea, vomiting, distaste for food.
    • Disturbed smell.
    • Dark-colored urine, clay-colored stools.
    • It lasts for a few days to 2 weeks.
  2. Icteric phase.
    • Jaundice occurs.
    • Enlarged and tender liver
    • Dark-colored urine, clay-colored stools
    • Pruritus.
    • Weight loss
  3. Recovery phase.
    • It takes 2-8 weeks.
    • Jaundice starts regressing.
    • Full recovery occurs within 1-2 months.

Hepatitis B Complications

  • Cirrhosis of the liver.
  • Liver cancer
  • Liver failure.
  • Chronic renal diseases.

Hepatitis B Diagnosis

  • Serum transaminases – Rises
  • High serum alkaline phosphatase level
  • Serum bilirubin – 5 – 20 mg %.
  • Prothrombin time – normal.
  • Urine urobilinogen – Increased
  • Ultrasound of the liver – shows an enlarged liver.

Hepatitis B Treatment

  • Bed rest.
  • High-calorie diet.
  • Intravenous fluid administration,
  • Avoid hepatotoxic drugs
  • Used of H2 blockers and antacids.
  • Liver transplantation.

Hepatitis B Prevention

  • Recombinant hepatitis B vaccine containing. HBs Ag is used for active immunization.

Gallbladder diseases

Hepatitis B Dental Significance

  • A significantly higher incidence of HBV occurs among dental staff.
  • Vectors of infection are blood, saliva, and nasopharyngeal secretion.
  • Intraorally, the greatest concentration of hepatitis B infection is gingival sulcus,
  • Also, periodontal disease, severity of bleeding, and bad oral hygiene are associated with the risk of HBV.
  • All dental healthcare workers should receive vaccination against hepatitis B.

Disease Of The Hepatobiliary System Hepatobiliary System

Question 5. Discuss the etiology, clinical features, complications, and treatment of cirrhosis of the liver.

Answer:

Cirrhosis Of Liver

  1. It is end result of hepatocellular injury characterized by a triad of pathological changes i.e.,
    • Degeneration of hepatocytes.
    • Hyperplasia of remaining hepatocytes.
    • Fibrosis.

Cirrhosis Of Liver Causes

  1. Common causes.
    • Alcohol.
    • Hepatitis B, C, non-A, non-B, non-C, viruses.
  2. Other causes.
    • Autoimmune hepatitis.
    • Drug-induced.
    • Biliary cirrhosis.
    • Haemochromatosis
    • Wilson’s disease
    • Cardiac cirrhosis.
    • Glycogen storage disease
    • Idiopathic.

Cirrhosis Of Liver Clinical Features

  1. General
    • Fever, jaundice, weakness, fatigue, weight loss.
  2. GIT symptoms:
    • Ascites.
    • Nausea, vomiting, anorexia.
    • Abdominal distension.
    • Splenomegaly.
    • Haematemesis.
    • Portal hypertension.
    • Nodular and enlarged liver.
  3. Circulatory symptoms.
    • Palmar erythema, spider angiomata, cyanosis, clubbing.
  4. Endocrine changes.
    • Loss of axillary and pubic hair, loss of libido, gynaecomastia, amenorrhoea.
  5. Blood changes.
    • Aneamia, pancytopenia, bruises, purpura, epitaxis.

Hepatobiliary disease symptoms

Cirrhosis Of Liver Complications

  • Portal hypertension.
  • Ascites
  • Upper G1 bleeding
  • Bacterial peritonitis.
  • Hepatic encephalopathy n Hepatorenal syndrome.
  • Hepatocellular carcinoma.

Cirrhosis Of Liver Treatment

  1. Removal of causative agent.
  2. General measures.
    • Intake of high protein and high caloric diet.
    • Avoid alcohol.
    • Vitamin and minerals supplements.
    • Low sodium diet.
    • Use of diuretics.
    • Water restriction.
  3. Treatment of complications.
  4. Liver transplantation.

Question 6. Define and describe the clinical features of ascites. Describe the pathogenesis and treatment of ascites.

Answer:

Ascites: An abnormal collection of fluid in the peritoneum is called ascites.

Ascites Pathogenesis:

1. Inflammation of peritoneum.

Increased capillary permeability.

Transudation of fluid into peritoneum

Ascites

2. Venous obstruction

Transudation of fluid into peritoneum

Ascites

Lymphatic obstruction → Ascites

Liver disease causes and treatment

Ascites Clinical Features

  • Abdominal enlargement.
  • Stretching sensation
  • Low back pain
  • Indigestion, heartburn
  • Dyspnoea or tachypnoea.
  • Abdominal or inguinal hermia.
  • Hepatosplenomegaly.

Ascites  Treatment

  • Salt restriction
  • Use of diuretics
  • Therapeutic paraentesis.
  • Cefotaxime – 1g 4 twice a day.
  • Gentamicin – 60 – 80 mg 4 or IM 8 hourly.

Diseases Of Cardiovascular System Long Essays

Diseases Of Cardiovascular System Long Essays

Question 1. What are the signs and symptoms of cardiac failure? How do you treat it? (or) Define heart failure. Describe its pathophysiology, etiology, clinical features, and management.

Answer:

Heart Failure:

  • It denotes a pathophysiologic state when the heart is not able to maintain its cardiac output to meet the demands of metabolizing tissues.

Pathophysiology:

  1. Preload.
    • It is maintained by venous return that fills the ventricle during diastole and raises their pressure.
  2. Afterload.
    • It is the resistance offered by blood vessels to stroke output.
  3. Myocardial contractility.
    • It depends on the adrenergic nervous activity and the levels of circulating catecholamine.
    • It causes the emptying of the chambers of the heart.
    • Over-stretching of the myocardium due to an increase in afterload leads to ventricular dilatation.

Etiology:

  1. Ventricular outflow obstruction.
    • Hypertension
    • Aortic stenosis
    • Pulmonary hypertension.
    • Pulmonary stenosis.
  2. Ventricular inflow obstruction.
    • Mitral stenosis.
    • Tricuspid stenosis.
  3. Ventricular volume overload.
    • Mitral regurgitation.
    • Aortic regurgitation.
    • Atrial septal defect.
    • Ventricular defect.
  4. Depressed ventricular contractility.
    • Myocarditis.
    • Cardiomyopathy

Read And Learn More: General Medicine Question and Answers

Pathophysiology Clinical Features:

  1. Due to low cardiac output.
    • Fatigue
    • Cold extremities
    • Low BP
    • Oliguria.
  2. Features due to left heart failure.
    • Dyspnea
    • Cough
    • Orthopnoea.
    • Paroxysmal nocturnal dyspnoea.
    • Cardiac arrhythmia.
    • Cardiomegaly.
  3. Features due to right heart failure.
    • Raised jugular venous pressure
    • Hepatic enlargement.
    • Peripheral edema.
    • Anorexia, nausea, vomiting.
    • Jaundice.
  4. Features of chronic heart disease.
    • Valvular defects.
    • Congenital defects.

Cardiovascular system diseases

Pathophysiology Management:

  1. General measures.
    • Bed rest
    • Regular isotonic exercises.
    • Low-calorie intake.
    • Salt restriction.
  2. Drug therapy.
    • Digitalis – digoxin – 0.25 – 0.5 mg/day.
    • Sympathomimetic amine – dopamine, dobutamine.
    • Diuretics – thiazides, loop diuretics, potassium sparing.
    • Vasodilators – ACE inhibitors – captopril – 12.5 – 25 mg TID.
  3. Cardiac transplantation.

Question 2. Describe the etiology, clinical features, and management of acute ventricular failure.

Answer:

Left Ventricular Failure:

  • It is defined as failure to maintain an effective left ventricular output for a given pulmonary venous or left atrial pressure.

Left Ventricular Failure Causes:

  1. Left ventricular outflow obstruction.
    • Systemic hypertension.
    • Coarctation of aorta.
    • Aortic valvular stenosis.
  2. Left ventricular inflow obstruction.
    • Mitral stenosis.
  3. Left ventricular volume overload,
    • Mitral valve prolapsed.
    • Mitral regurgitation.
    • Aortic regurgitation
    • Ventricular septal defect.
  4. Reduced left ventricular contractility.
    • Cardiomyopathy.
    • Anterior wall myocardial infarction.

Left Ventricular Failure Clinical Features:

  1. Progressive dyspnoea – occurs on exertion.
  2. Orthopnoea.
    • It is dyspnoea occurring in a recumbent position.
  3. Paroxysmal nocturnal dyspnoea.
    • It refers to dyspnoea occurring at height and awakens the patients from sleep.
  4. Cheyne – stokes respiration.
    • It is periodic respiration with alternate periods of hypernoea and apnoea.
  5. Cough and hemoptysis.
  6. Oliguria and nocturia.
  7. Tachypnoea and tachycardia.
  8. Fatigue and weakness.

Left Ventricular Failure Treatment:

  1. General measures.
    • Removal of causative factors.
    • Removal of precipitating factors.
    • Maintain a sitting position with legs hanging alongside.
  2. Drugs.
    • Sedative – morphine 5-10 mg IV.
    • Antiemetic – Metaoclopramide – 10 mg IV
    • Oxygen – 60 % through a face mask.
    • Loop diuretics – frusemide – 400 -100 mg.
    • Intravenous sodium nitroprusside – 20 – 30 μ/ min.
    • Digoxin – 0.5 – 1 mg.
    • Bronchodilator – aminophylline – 250 – 500 mg IV
    • Inotropes – dopamine, dobutamine.
  3. Intra-aortic balloon counterpulsation.

Heart disease long essay

Question 3. Describe clinical features and treatment of ventricular septal defects.

Answer:

Ventricular Septal Defect:

  • Ventricular Septal Defect implies a defect in the interventricular septum.
  • The defect lies in the membraneous part or muscular part of the interventricular septum.

Ventricular Septal Defect Clinical Features:

  • Common in pediatric age group.
  • Remains asymptomatic for longer periods.
  • Normal pulse, wide pulse pressure.
  • Increased incidence of respiratory diseases.
  • Systolic thrill.
  • Pansystolic murmur.
  • The apex beat is shifted down.

Ventricular Septal Defect Complication:

  • Congestive cardiac failure.
  • Pulmonary hypertension.
  • Right ventricular outflow tract obstruction.
  • Aortic regurgitation.
  • Infective endocarditis.

Ventricular Septal Defect Treatment:

  • Digoxin – 10 – 20 gg/ day.
  • Frusemide – 1 – 3 mg/day.
  • Small defects close spontaneously.
  • Large defects require surgical repair.

Question 4. Describe etiology, clinical features, diagnosis, and treatment of rheumatic fever.
(or)
Rheumatic fever – etiology, pathology, clinical features, complications, and dental considerations.
(or)
Discuss in detail the clinical features, diagnosis, management, and prophylaxis of acute rheumatic fever.

Answer:

Acute Rheumatic Fever:

  • It is an acute inflammatory disease that occurs as a sequel to infection caused by group A streptococci.

Etiology:

  • Streptococcal infection.

Pathology:

  1. Gross appearance.
    • Consists of small, uniformly sized thrombotic vegetations.
    • Chronically scared, inflamed, and neovascular-sized valve.
  2. Microscopic appearance.
    • Vegetations show.
    • Surface thrombi.
    • Lack of underlying valve destruction
    • Mild edema.
    • Chronic inflammation.
    • Neo vascularisation.
    • Mild calcification.

Acute Rheumatic Fever Clinical Features:

  • Jones’ criteria.
  1. Major criteria.
    • Carditis
    • Polyarthritis
    • Chorea
    • Erythema marginatum
    • Subcutaneous nodules.
  2. Minor criteria.
    • Fever
    • Arthralgia.
    • Raised ESR
    • Previous history of rheumatic fever.
    • Positive CRP.

Coronary artery disease

Acute Rheumatic Fever Diagnosis:

Diseases Of Cardiovascular System Diagnosis

Acute Rheumatic Fever Treatment:

  1. Bed rest
  2. Drugs.
    • Antibiotics.
      • To treat the streptococcal infection.
      • A single injection of benzathine penicillin 1.2 million IM.
      • Daily injection of procaine penicillin 6,00,000 units IM for 10 days.
      • Oral erythromycin – 20 40 mg/kg/day.
    • Salicylates.
      • For symptomatic relief in arthritis.
      • Aspirin – 60 mg/kg/day 4 hourly.
    • Corticosteroids.
      • Prednisolone – 1 – 2 mg/kg per day.

Prophylaxis:

  1. Primary prevention.
    • Done by mass penicillin prophylaxis
    • Established cases treated by benzathine penicillin oral penicillin or erythromycin.
  2. Secondary prevention.
    • IM injection of 1.2 million units of benzathine penciling G every 3 weeks.
    • Oral penicillin V- 250 mg twice daily.
    • Sulphadiazine – lg/ day orally as a single dose.
    • Erythromycin – 250 mg twice daily orally.
  3. Dental Consideration:
    • Acute rheumatic fever is caused by group A streptococcus.
    • This causes pharyngitis and sore throat.
    • Good oral hygiene should be maintained as oral bacteria entering the bloodstream can increase the risk of complications.
    • Antibiotics are given before some dental procedures to prevent bacterial infection of the damaged areas of the heart.
    • Patients with rheumatic fever have an increased risk of developing bacterial endocarditis after a dental procedure.

Question 5. Describe clinical features, complications, diagnosis, and management of rheumatic mitral stenosis.
(or)
Describe the etiology, clinical features, investigations, and management of mitral stenosis.

Answer:

Mitral Stenosis:

  • Mitral stenosis is chronic rheumatic heart disease.

Etiology:

  • Rheumatic
  • Congenital
  • Atrial fibrillation.
  • Lack of coordinated contractions of atria.

Mitral Stenosis Clinical Features:

  1. Symptoms due to low cardiac output.
    • Fatigue
    • Lethargy
    • Weakness.
  2. Symptoms of pulmonary congestion.
    • Dyspnoea.
    • Orthopnoea
    • Paroxysmal nocturnal dyspnoea.
  3. Symptoms of right heart failure.
    • Puffiness of face
    • Oedema of legs
    • Hepatomegaly.
  4. Symptoms due to embolization.
    • Hemoptysis.
    • Chest pain
    • Hemiplegia.
    • Abdominal pain.
    • Loss of peripheral pulses.
    • Gangrenes.
  5. Others.
    • Mitral facies
    • Low pulse pressure.
    • Raised jugular venous pressure.
    • Cold extremities.
    • Pitting edema.

Mitral Stenosis Complications:

  • Pulmonary hypertension a Heart failure
  • Cardiomyopathy
  • Atrial fibrillation
  • Pulmonary edema.

Mitral Stenosis Investigations:

Diseases Of Cardiovascular System Mitral Stenosis Inverstigation

Congestive heart failure essay

Mitral Stenosis Management:

  1. Salt restriction.
  2. Medical treatment.
    • Digoxin – 0.25 – 0.25 mg/day
    • Diuretics – to reduce pulmonary congestion.
    • Anticoagulants – to prevent systemic embolization.
    • Antibiotic prophylaxis.
  3. Surgical treatment.
    • Mitral balloon valvuloplasty.
    • Mitral valve replacement.

Diseases Of Cardiovascular System Left Ventricular Failure Clinical Features

Question 6. Discuss the etiology, clinical features, diagnosis, and management of infective endocarditis.
(or)
Discuss the etiology, pathogenesis, and management of subacute bacterial endocarditis. Add a note on its prophylaxis.
(or)
Mention causative factors, clinical features, and management of bacterial endocarditis. Add on the note on dental considerations.

Answer:

Infective Endocarditis:

  • Infective endocarditis is a microbial infection of the mural endocardium, heart valve, or lining of the blood vessel.

Etiology:

  • Causative organisms are:
    • Staphylococcus aureus.
    • Streptococcus pneumonia.
    • Neisseria gonococci.

Pathogenesis:

Persons with pre-existing heart disease.

Transient bacteremia following dental procedures.

Bacteria in circulation get deposited on the endocardium at sites of high blood flow.

Develops sterile vegetation consisting of platelets and fibrin.

Infective endocarditis

Infective Endocarditis Clinical Features:

  1. General
    • Fever, weight loss, night sweats, weakness.
  2. GIT disturbances.
    • Nausea, vomiting, anorexia.
  3. CVS disturbances.
    • Tachycardia, conduction defects, cardiac failure.
  4. CNS.
    • Headache, toxic encephalopathy, hemiplegia.
  5. Lungs.
    • Hemoptysis, pleuritic pain.
  6. Nails.
    • Clubbing, OsleTs nodes.
  7. Skin – petechiae, purpuric spots.
  8. Eyes.
    • Roth’s spot, subconjunctival hemorrhage, petechial hemorrhage.
  9. Kidneys – hematuria.
  10. Spleen – spleenomegaly.

Infective Endocarditis Diagnosis:

  • Duke’s criteria.
  1. Major criteria.
    • Positive blood culture.
      • Typical organisms from two cultures.
      • Persistent positive blood cultures taken more than 12 hours apart.
      • 3 or more positive cultures taken over more than 1 hour.
    • Endocardial involvement.
      • Positive ECG findings.
      • New valvular regurgitation.
  2. Minor criteria.
    • Predisposing heart conditions
    • Fever ≥ 38° C
    • Intravenous drug misuse.
    • Vascular phenomena.
    • Immunologic phenomena
  • Microbiologic evidence.
  • Treatment:
  • Antibiotics.
  • Penicillin G – 2 – 4 million units IV 4 – hourly.
  • Gentamicin -1 mg/kg TV or IM 8 hourly.
  • Ceftriaxone – 2 g IV OD.
  • Ampicillin- 2 gIV4 hourly.
  • Cefazolin – 2g IV 8 hourly.
  • Vancomycin-15 mg/kg IV12 hourly.
  • Surgery.
  • Valve replacement.

Prophylaxis:

Diseases Of Cardiovascular System Prophylaxis

Rheumatic heart disease

Dental, Considerations:

  • Bacteria in the mouth may trigger endocarditis in people at higher risk.
  • Bacteria found in tooth plaque may multiply and cause gingivitis.
  • Gingiva becomes inflamed and often bleeds during tooth brushing or dental procedures.
  • When gingiva bleeds, the bacteria can enter the bloodstream and infect other parts of the body.
  • Antibiotic prophylaxis is required before any surgical procedures.

Question 7. Describe the signs and symptoms of angina and how would you manage the case.
(or)
Describe clinical features, investigations, management, and prevention of angina pectoris.

Answer:

Angina Pectoris:

  • It is a clinical syndrome of episodic chest discomfort due to transient myocardial ischemia.

Angina Pectoris Clinical Features:

  • Common in 40 – 60 years males.
  • Retrosternal pain.
  • It radiates to the left arm or the right arm, throat, back, chin, and epigastrium.
  • It gets precipitated by exertion and relieved by rest.
  • The patient feels heaviness, pressure, squeezing, or choking sensation.
  • Nocturnal angina – characterized by.
  • Nightmares.
  • Dyspnoea.
  • Palpitation.
  • Skin flushing.
  • Profuse sweating.
  • Wide pulse pressure.

Angina Pectoris Investigations:

Diseases Of Cardiovascular System Signs And Symptoms Of Angina And Inverstigation

Angina Pectoris Management:

  1. General measures.
    • Proper explanation of the disease.
    • Avoid walking after meals.
    • Avoid smoking and alcohol.
    • Avoid strenuous exercise
    • Reduction of risk factors.
    • Control of BP and diabetes
    • Treatment of co-existing diseases.
  2. Drug therapy.
    • Aspirin – 75 – 150 mg, reduces the risk of infarction.
    • Sublingual glyceryl trinitrate – 500 pg relieves angina pain within 2-3 min.
    • Beta-blockers – atenolol – 50 – 100 mg orally/day.
    • Calcium channel blockers – nifedipine – 5 – 30 mg orally 8 hourly.
  3. Surgical treatment.
    • Coronary angioplasty.
    • Coronary artery bypass grafting.

Angina Pectoris Prevention:

  1. Acute prevention
    • Sublingual nitroglycerin given 15 min before exertion can prevent the attack.
    • Its effect lasts for 30 min.
  2. Chronic prevention.
    • Long-acting nitrates, beta-blockers, or calcium channel blockers are used.

Question 8. Describe the etiology, clinical features, complications diagnosis, and management of acute myocardial infarction.
(or)
What are the risk factors for coronary artery disease? Describe clinical features, investigations, and management of acute myocardial infarction.

Answer:

Risk Factors For Coronary Artery Disease:

  • Old age
  • More prone in males
  • Family history
  • Smoking, alcohol.
  • Hypertension
  • Mental stress.
  • Sedentary habits.
  • Diabetes mellitus.
  • Obesity

Coronary Artery Disease Myocardial Infarction:

  • Myocardial infarction is myocardial necrosis, occurring as a result of a critical balance between coronary blood supply and myocardial demand.

Etiology:

  • Formation of occlusive thrombus.
  • Erosion of an atheromatous plaque in a coronary artery.

Coronary Artery Disease Clinical Features:

  • Prolonged and severe chest pain.
  • Anxiety
  • Dyspnoea
  • Nausea, vomiting
  • Sweating
  • Syncope
  • Pallor
  • Tachycardia
  • Cold extremities
  • Oliguria.
  • Low pulse pressure
  • Fever

Coronary Artery Disease Investigation:

Diseases Of Cardiovascular System Acute Myocardial Infraction Inverstigation

Coronary Artery Disease Management:

  1. Early treatment.
    • Aspirin treatment.
    • Sublingual glyceryl trinitrate – 0.4 – 1 mg.
    • Oxygen administration – 2 – 4 L/min.
    • Analgesic – 4 morphine 5 mg + antimetic metaclopramide 10gm.
    • Beta-blockers – 4 metoprolol 5 mg every 2 – 5 min for 3 doses.
    • Thrombolysis.
  2. Late treatment.
    • Bed rest
    • 4 morphine sulphate 10 mg + 4 prochlorperazine. 12.5 mg
    • Aspirin – 75 – 150 mg.
    • Inhalation of oxygen.
    • Streptokinase – 1.5 million units in 100 ml of saline given in an intravenous infusion over 1 hour.
    • Alteplase.
      • Bolus dose 15 mg.
      • 50 mg over 30 min.
      • 35 mg over the next 60 min.
      • Angioplasty.
      • Anticoagulant – subcutaneous heparin – 7500 units twice a day for 7-10 days.
      • Beta-blockers – 4 atenolol – 5 – 10 mg over 5 min.
      • Nitrates – sublingual glyceryl trinitrate – 0.4 mg.
      • Sedative – diazepam – 5 mg – 3-4 times a day.

Coronary Artery Disease Complications:

  1. Immediate:
    • Arrhythmia and conduction disturbances.
      • Sinus bradycardia.
      • Ventricular tachycardia.
      • Ventricular fibrillation.
      • Atrial fibrillation
      • Heart block.
    • Post-myocardial angina.
    • Acute circulatory failure.
    • Pericarditis.
    • Mechanical complications.
      • Papillary muscle dysfunction.
      • Rupture of the interventricular septum.
      • Rupture of the ventricle.
    • Mural thrombosis and embolism.
    • Sudden death.
  2. Late Complication
    • Post myocardial infarction syndrome.
    • Ventricular aneurysm.

Cardiovascular disorders in adults

Question 9. Describe the etiology, clinical features, complications, and management of systemic hypertension.

Answer:

It is defined as a level of blood pressure at which there is an increased risk for target organ damage.

Etiology:

  1. Primary hypertension.
    • Idiopathic.
  2. Secondary hypertension.
    • Renal diseases
      • Chronic pyelonephritis.
      • Acute and chronic glomerulonephritis.
      • Renal artery stenosis.
    • Endocrine disorders
      • Cushing syndrome
      • Hyperparathyroidism.
      • Pheochromocytoma.
      • Acromegaly.
    • Drug-induced
      • Oral contraceptives
      • Anabolic steroids
      • Corticosteroids
      • NSAIDs
    • Pregnancy.
    • collagen vascular disorders.
      • SALE
    • Miscellaneous.
      • Coarctation of aorta.

Etiology Clinical Features:

  1. General
    • Headache
    • Dizziness
    • Palpitation
    • Fatigue.
  2. Primary hypertension
    • Epistaxis.
    • Blurring of vision.
    • Hematuria.
    • Angina pectoris
    • Dyspnoea.
  3. Secondary hypertension
    • Polyuria, polydipsia.
    • Weakness.
    • Weight gain.
    • Truncal obesity.
    • Episodic headache
    • Palpitation
    • Sweating.

Etiology Complication:

  1. Central nervous system.
    • Cerebral, atheroma.
    • Transient cerebral ischaemic attacks.
    • Stroke
    • Hypertensive encephalopathy.
    • Subarachnoid hemorrhage.
  2. Retinopathy.
  3. Heart
    • Left ventricular hypertrophy.
    • Coronary artery disease.
    • Cardiac failure.
  4. Kidneys.
    • Proteinuria.
    • Uraemia.

Etiology Management:

  1. General measures.
    • Avoid unnecessary stress
    • Salt restriction
    • Obesity correction.
    • Regular exercise
    • Avoid smoking.
  2. Drug therapy.

Diseases Of Cardiovascular System Systemic Hypertension Management

Hypertension and heart disease

Question 10. What is hypertension? Classify hypertensive drugs. Describe complications of hypertension.

Answer:

Hypertension: Hypertension is defined as a level of blood pressure at which there is an increased risk for target organ damage.

Hypertension Classification:

  1. Diuretics.
    • Thiazide s- hydrochlorothiazide, chlorthiali- done.
    • Loop diuretics – Frusemide, bumetanide.
    • Potassium-sparing diuretics – Spironolactone, amiloride.
  2. Drugs acting on renin – angiotensin system.
    • ACE inhibitors – captopril, enalapril, lisinopril.
    • Angiotensin 2 receptor antagonists – losar- tan, candesartan.
    • Renin inhibitor – Aliskiren.
  3. Sympatholytics.
    • Centrally blockers – trimethaphan.
    • Adrenergic neuron blockers – reserpine.
    • Adrenergic receptor blocers.
      • α blockers – prazosin, phenoxybenzamine.
      • β blockers – propranolol, atenolo.
      • α and β blockers – labetalol.
  4. Calcium channel blockers.
    • Verapamil, nifedipine, amlodipine.
  5. Vasodilators.
    • Arteriolar dilators – hydralazine, minoxidil.
    • Arteriolar and venular dilators – sodium ni- troprusside.

Atherosclerosis pathophysiology

Question 11. Describe etiopathogenesis, clinical features, and treatment of chronic corpulmonale.

Answer:

Definition: Chronic corpulmonale is defined as a combination of hypertrophy and dilatation of the right ventricle secondary to pulmonary hypertension.

Etiology:

  1. Diseases of the lung.
    • Chronic obstructive pulmonary disease, COPD.
    • Chronic bronchial asthma.
    • Pulmonary tuberculosis.
    • Cystic fibrosis.
    • Pleural fibrosis.
  2. Diseases of pulmonary circulation.
    • Recurrent pulmonary thromboembolism.
    • Primary pulmonary hypertension.
    • Chronic liver disease.
  3. Diseases of the thorax.
    • Neuromuscular disease.
    • Obesity.

Pathogenesis:

Increased pulmonary vascular resistance.

Pulmonary hypertension

Chronic corpulmonale.

Chronic Corpulmonale Clinical Features:

  • Dyspnoea.
  • Dry cough.
  • Peripheral cyanosis, Anterior chest pain,
  • Tachypnoea.
  • Ankle oedema,
  • Right heart failure.
  • Respiratory failure.

Chronic Corpulmonale Treatment:

  • Treat the cause
  • Avoid smoking.
  • Avoid strenuous exercise
  • Avoid traveling to high altitudes.
  • Oxygen therapy
  • Use of anti-coagulants.
  • Lung transplant.

WBCHSE Solutions For Class 12 Maths Differential Calculus

Differential Calculus

Differential Calculus Exercise 1 Multiple Choice Questions

Question 1. If y = 2x,then \(\frac{d y}{d x}\)= ?

  1. \(x\left(2^{x-1}\right)\)
  2. \(\frac{2^x}{(\log 2)}\)
  3. \(2^x(\log 2)\)
  4. None of these

Answer:  3. \(2^x(\log 2)\)

⇒ \(\frac{d y}{d x}=2^x(\log 2)\)

Question 2. If y = \(\log _{10} x, \text { then } \frac{d y}{d x}=?\)

  1. \(\frac{1}{x}\)
  2. \(\frac{1}{x}\)(log 10)
  3. \(\frac{1}{x(\log 10)}\)
  4. None of these

Answer: 3. \(\frac{1}{x(\log 10)}\)

⇒ \(y=\frac{\log x}{\log 10}\)

Read and Learn More WBCHSE Solutions For Class 12 Maths

Question 3. \(\text { If } y=e^{1 / x} \text {, then } \frac{d y}{d x}=?\)

  1. \(\frac{1}{x} \cdot e^{(1 / x-1)}\)
  2. \(\frac{-e^{1 / x}}{x^2}\)
  3. \(e^{1 / x} \log x\)
  4. None of these

Answer: 2. \(\frac{-e^{1 / x}}{x^2}\)

⇒ \(\frac{d y}{d x}=\frac{e^{1 / x}}{-x^2}\)

Question 4. \(\text { If } y=x^x \text {, then } \frac{d y}{d x}=?\)

  1. xx log x*
  2. xx (1+log x)
  3. x (1+log x)
  4. None of these

Answer: 2. xx (1+log x)

log y= xx log x. Now differentiate w.r.t. x.

Question 5. \(\text { If } y=x^{\sin x}, \text { then } \frac{d y}{d x}=?\)

  1. \((\sin x) \cdot x^{(\sin x-1)}\)
  2. \((\sin x \cos x) \cdot x^{(\sin x-1)}\)
  3. \(x^{\sin x}\left\{\frac{\sin x+x \log x \cdot \cos x}{x}\right\}\)
  4. None of these

Answer: 3. \(x^{\sin x}\left\{\frac{\sin x+x \log x \cdot \cos x}{x}\right\}\)

logy= sin x(logx)

WBCHSE Solutions For Class 12 Maths Differential Calculus

Question 6. \(\text { If } y=x^{\sqrt{x}} \text {, then } \frac{d y}{d x}=?\)

  1. \(\sqrt{ } x \cdot x^{(\sqrt{ } x-1)}\)
  2. \(\frac{x^{\sqrt{x}} \log x}{2 \sqrt{x}}\)
  3. \(x^{\sqrt{x}}\left\{\frac{2+\log x}{2 \sqrt{ } x}\right\}\)
  4. None of these

Answer: 3. \(x^{\sqrt{x}}\left\{\frac{2+\log x}{2 \sqrt{ } x}\right\}\)

log y= \(\sqrt{ } x(\log x)\)

Question 7. \(\text { If } y=e^{\sin \sqrt{x}} \text {, then } \frac{d y}{d x}=?\)

  1. \(e^{\sin \sqrt{ } x} \cdot \cos \sqrt{x}\)
  2. \(\frac{e^{\sin \sqrt{x}} \cos \sqrt{x}}{2 \sqrt{x}}\)
  3. \(\)
  4. None of these

Answer: 2. \(\frac{e^{\sin \sqrt{x}} \cos \sqrt{x}}{2 \sqrt{x}}\)

log y= sin \(\sqrt{ } x\)

Question 8. If y (tanx)cot x, then \(\frac{d y}{d x}\)=?

  1. cot x. (tan x)cot x-1.sec2x
  2. -(tan x)cot x . cosec2x
  3. (tan x)cot x. cosec2x(l- log tan x)
  4. None of these

Answer: 3. (tan x)cot x. cosec2x(l- log tan x)

log y= cot x .log (tan x)

Question 9. If y= (sin x)logx, then\(\frac{d y}{d x}\) =?

  1. (logx). (sinx)(logx-1). cos x
  2. (sin x)logx . \(\left\{\frac{x \log x+\log \sin x}{x}\right\}\)
  3. (sin x)logx . \(\left\{\frac{(x \log x) \cot x+\log \sin x}{x}\right\}\)
  4. None of these

Answer: 3. (sin x)logx . \(\left\{\frac{(x \log x) \cot x+\log \sin x}{x}\right\}\)

log y= (log x). (log sin x)

Question 10. If y = sin(xx),then \(\frac{d y}{d x}\) = ?

  1. xxcos (xx)
  2. xx cos xx (1+logx)
  3. xxcos xxlog x
  4. None of these

Answer: 2. xx cos xx (1+logx)

Let xx = z. Then, y= sin z. Then, \(\frac{d y}{d x}=\left(\frac{d y}{d z} \times \frac{d z}{d x}\right)\)

Question 11. If y= \(\sqrt{x \sin x}\) then \(\frac{d y}{d x}\) = ?

  1. \(\frac{(x \cos x+\sin x)}{2 \sqrt{x \sin x}}\)
  2. \(\frac{1}{2}(x \cos x+\sin x) \cdot \sqrt{x \sin x}\)
  3. \(\frac{1}{2 \sqrt{x \sin x}}\)
  4. None of these

Answer: 1. \(\frac{(x \cos x+\sin x)}{2 \sqrt{x \sin x}}\)

y2 = x sin x

= 2y . \(\frac{d y}{d x}\)

= (xcos + sinx).

Question 12. If ex+y= xy, then \(\frac{d y}{d x}\) = ?

  1. \(\frac{x(1-y)}{y(x-1)}\)
  2. \(\frac{y(1-x)}{x(y-1)}\)
  3. \(\frac{(x-x y)}{(x y-y)}\)
  4. None of these

Answer: 2. \(\frac{y(1-x)}{x(y-1)}\)

(x+ y)= log x + logy

= \(1+\frac{d y}{d x}=\frac{1}{x}+\frac{1}{y} \cdot \frac{d y}{d x}\)

Question 13. If (x + y) = sin (x+ y), then \(\frac{d y}{d x}\) = ?

  1. -1
  2. 1
  3. \(\frac{1-\cos (x+y)}{\cos ^2(x+y)}\)
  4. None of these

Answer: 1. -1

(x + y) = sin(x + y) ⇒ \(1+\frac{d y}{d x}=\cos (x+y) \cdot\left[1+\frac{d y}{d x}\right]\)

Question 14. If \(\sqrt{ } x+\sqrt{ } y=\sqrt{ } a\),then \(\frac{d y}{d x}\) = ?

  1. \(\frac{-\sqrt{x}}{\sqrt{y}}\)
  2. \(-\frac{1}{2} \cdot \frac{\sqrt{y}}{\sqrt{x}}\)
  3. \(\frac{-\sqrt{y}}{\sqrt{x}}\)
  4. None of these

Answer: 3. \(\frac{-\sqrt{y}}{\sqrt{x}}\)

⇒ \(\sqrt{ } x+\sqrt{ } y=\sqrt{ } a \Rightarrow \frac{1}{2 \sqrt{ } x}+\frac{1}{2 \sqrt{ } y} \cdot \frac{d y}{d x}\)= 0

Question 15. xy= yx,then \(\frac{d y}{d x}\) =?

  1. \(\frac{(y-x \log y)}{(x-y \log x)}\)
  2. \(\frac{y(y-x \log y)}{x(x-y \log x)}\)
  3. \(\frac{y(y+x \log y)}{x(x+y \log x)}\)
  4. None of these

Answer: 2. \(\frac{y(y-x \log y)}{x(x-y \log x)}\)

xy = yx ⇒ y log x= x logy. Now, differentiate both sides w.r.t. x.

Question 16. If xpyq= (x + y)y(p+q) ,then \(\frac{d y}{d x}\) = ?

  1. \(\frac{x}{y}\)
  2. \(\frac{y}{x}\)
  3. \(\frac{x^{p-1}}{y^{q-1}}\)
  4. None of these

Answer:  2. \(\frac{y}{x}\)

plog x+ qlogy= (p + q) log(x+ y).

Question 17. If y = \(x^2 \sin \frac{1}{x}\), then\(\frac{d y}{d x}\) = ?

  1. \(x \sin \frac{1}{x}-\cos \frac{1}{x}\)
  2. \(-\cos \frac{1}{x}+2 x \sin \frac{1}{x}\)
  3. \(-x \sin \frac{1}{x}+\cos \frac{1}{x}\)
  4. None of these

Answer: 2. \(-\cos \frac{1}{x}+2 x \sin \frac{1}{x}\)

⇒ \(\frac{d y}{d x}=x^2 \cdot\left(\cos \frac{1}{x}\right)\left(\frac{-1}{x^2}\right)+2 x \sin \frac{1}{x}\)

Question 18. If y = cos2 x3, then \(\frac{d y}{d x}\) = ?

  1. – 3x2sin(2x3)
  2. -3x2 sin2 x3
  3. -3x2 cos2(2x3)
  4. None of these

Answer: 1. – 3x2sin(2x3)

y = \(\left(\cos x^3\right)^2 \Rightarrow \frac{d y}{d x}\)

=2\(\left(\cos x^3\right)\left(-\sin x^3\right)\left(3 x^2\right)\)

=-3x2 \(\sin \left(2 x^3\right)\)

Question 19. If y = \(\log \left(x+\sqrt{x^2+a^2}\right)\), then \(\frac{d y}{d x}\) =?

  1. \(\frac{1}{2\left(x+\sqrt{x^2+a^2}\right)}\)
  2. \(\frac{-1}{\sqrt{x^2+a^2}}\)
  3. \(\frac{1}{\sqrt{x^2+a^2}}\)
  4. None of these

Answer: 3. \(\frac{1}{\sqrt{x^2+a^2}}\)

⇒ \(\frac{d y}{d x}=\frac{1}{\left(x+\sqrt{x^2+a^2}\right.} \cdot\left\{1+\frac{1}{2 \sqrt{x^2+a^2}} \times 2 x\right\}\)

= \(\frac{1}{\sqrt{x^2+a^2}}\)

Question 20. If y \(=\log \left(\frac{1+\sqrt{x}}{1-\sqrt{x}}\right)\) then\(\frac{d y}{d x}\)= ?

  1. \(\frac{1}{\sqrt{x}(1-x)}\)
  2. \(\frac{-1}{x(1-\sqrt{x})^2}\)
  3. \(\frac{-\sqrt{ } x}{2(1-\sqrt{ } x)}\)
  4. None of these

Answer: 1. \(\frac{1}{\sqrt{x}(1-x)}\)

y= \(\log (1+\sqrt{ } x)-\log (1-\sqrt{ } x)\)

= \(\frac{d y}{d x}=\left\{\frac{1}{2 \sqrt{ } x(1+\sqrt{ } x)}+\frac{1}{2 \sqrt{ } x(1-\sqrt{ } x)}\right\}\)

= \(\frac{1}{2 \sqrt{x}} \cdot \frac{2}{(1-x)}=\frac{1}{\sqrt{x(1-x)}}\)

Question 21. If y \(=\log \left(\frac{\sqrt{1+x^2}+x}{\sqrt{1+x^2}-x}\right)\) , then \(\frac{d y}{d x}\)=?

  1. \(\frac{2}{\sqrt{1+x^2}}\)
  2. \(\frac{2 \sqrt{1+x^2}}{x^2}\)
  3. \(\frac{-2}{\sqrt{1+x^2}}\)
  4. None of these

Answer: 1. \(\frac{2}{\sqrt{1+x^2}}\)

y = \(\log \left(\sqrt{1+x^2}+x\right)-\log \left(\sqrt{1+x^2}-x\right)\), Now differentiatiate.

Question 22. If y= \(\sqrt{\frac{1+\sin x}{1-\sin x}}\), then \(\frac{d y}{d x}\)=?

  1. \(\frac{1}{2} \sec ^2\left(\frac{\pi}{4}-\frac{x}{2}\right)\)
  2. \(\frac{1}{2}{cosec}^2\left(\frac{\pi}{4}-\frac{x}{2}\right)\)
  3. \(\frac{1}{2}{cosec}\left(\frac{\pi}{4}-\frac{x}{2}\right) \cot \left(\frac{\pi}{4}-\frac{x}{2}\right)\)
  4. None of these

Answer: 2. \(\frac{1}{2}{cosec}^2\left(\frac{\pi}{4}-\frac{x}{2}\right)\)

y = \(\left\{\frac{1+\cos \left(\frac{\pi}{2}-x\right)}{1-\cos \left(\frac{\pi}{2}-x\right)}\right\}^{\frac{1}{2}}=\left\{\frac{2 \cos ^2\left(\frac{\pi}{4}-\frac{x}{2}\right)}{2 \sin ^2\left(\frac{\pi}{4}-\frac{x}{2}\right)}\right\}^{\frac{1}{2}}=\)

= \(\cot \left(\frac{\pi}{4}-\frac{x}{2}\right)\)

Question 23. If y= \(\sqrt{\frac{\sec x-1}{\sec x+1}}\) then \(\frac{d y}{d x}\) = ?

  1. sec2x
  2. \(\frac{1}{2} \sec ^2 \frac{x}{2}\)
  3. \(\frac{-1}{2}{cosec}^2 \frac{x}{2}\)
  4. None of these

Answer: 2. \(\frac{1}{2} \sec ^2 \frac{x}{2}\)

y = \(\left(\frac{1-\cos x}{1+\cos x}\right)^{\frac{1}{2}}=\left\{\frac{2 \sin ^2(x / 2)}{2 \cos ^2(x / 2)}\right\}^{\frac{1}{2}}\)

= \(\tan \frac{x}{2}\)

Question 24. If y = \(=\sqrt{\frac{1+\tan x}{1-\tan x}}\), then \(\frac{d y}{d x}\) = ?

  1. \(\frac{1}{2} \sec ^2 x \cdot \tan \left(x+\frac{\pi}{4}\right)\)
  2. \(\frac{\sec ^2\left(x+\frac{\pi}{4}\right)}{2 \sqrt{\tan \left(x+\frac{\pi}{4}\right)}}\)
  3. \(\frac{\sec ^2\left(\frac{x}{4}\right)}{\sqrt{\tan \left(x+\frac{\pi}{4}\right)}}\)
  4. None of these

Answer: 2. \(\frac{\sec ^2\left(x+\frac{\pi}{4}\right)}{2 \sqrt{\tan \left(x+\frac{\pi}{4}\right)}}\)

y= \(\left\{\tan \left(x+\frac{\pi}{4}\right)\right\}^{\frac{1}{2}}\)

= \(\frac{d y}{d x}=\frac{1}{2}\left\{\tan \left(x+\frac{\pi}{4}\right)\right\}^{-\frac{1}{2}} \cdot \sec ^2\left(x+\frac{\pi}{4}\right)\)

Question 25. If y = \(\tan ^{-1}\left(\frac{1-\cos x}{\sin x}\right)\), then \(\frac{d y}{d x}\) = ?

  1. 1
  2. -1
  3. \(\frac{1}{2}\)
  4. \(\frac{-1}{2}\)

Answer: 3. \(\frac{1}{2}\)

y= \(\tan ^{-1}\left(\frac{1-\cos x}{\sin x}\right)=\tan ^{-1}\left\{\frac{2 \sin ^2(x / 2)}{2 \sin (x / 2) \cos (x / 2)}\right\}\)

= \(\tan ^{-1}\left\{\tan \frac{x}{2}\right\}\)

=\(\frac{x}{2}\)

Question 26. If y= \(\tan ^{-1}\left\{\frac{\cos x+\sin x}{\cos x-\sin x}\right\}\) , then \(\frac{d y}{d x}\) = ?

  1. 1
  2. -1
  3. \(\frac{1}{2}\)
  4. \(\frac{-1}{2}\)

Answer: 1. 1

y = \(\tan ^{-1}\left\{\frac{\cos x+\sin x}{\cos x-\sin x}\right\}\)

= \(\tan ^{-1}\left\{\frac{1+\tan x}{1-\tan x}\right\}\)

= \(\tan ^{-1}\left\{\tan \left(\frac{\pi}{4}+x\right)\right\}\)

= \(\left(\frac{\pi}{4}+x\right)\)

Question 27. If y= \(\tan ^{-1}\left\{\frac{\cos x+\sin x}{\cos x-\sin x}\right\}\) ,then \(\frac{d y}{d x}\) = ?

  1. \(\frac{1}{2}\)
  2. \(\frac{-1}{2}\)
  3. 1
  4. -1

Answer: 2. \(\frac{-1}{2}\)

y \(=\tan ^{-1}\left\{\frac{\sin \left(\frac{\pi}{2}-x\right)}{1+\cos \left(\frac{\pi}{2}-x\right)}\right\}\)

= \(\tan ^{-1}\left\{\tan \left(\frac{\pi}{4}-\frac{x}{2}\right)\right\}\)

= \(\left(\frac{\pi}{4}-\frac{x}{2}\right)\)

Question 28. If y = \(\tan ^{-1} \sqrt{\frac{1-\cos x}{1+\cos x}}\) ,then \(\frac{d y}{d x}\) = ?

  1. \(\frac{1}{2}\)
  2. \(\frac{-1}{2}\)
  3. \(\frac{1}{\left(1+x^2\right)}\)
  4. None of these

Answer:  2. \(\frac{-1}{2}\)

y = \(\tan ^{-1}\left\{\frac{2 \sin ^2(x / 2)}{2 \cos ^2(x / 2)}\right\}^{\frac{1}{2}}\)

⇒ \(\tan ^{-1}\left\{\tan \frac{x}{2}\right\}\)

= \(\frac{x}{2}\)

Question 29. If y= \(\tan ^{-1}\left(\frac{a \cos x-b \sin x}{b \cos x+a \sin x}\right)\) , then \(\frac{d y}{d x}\) = ?

  1. \(\frac{a}{b}\)
  2. \(\frac{-b}{a}\)
  3. 1
  4. -1

Answer: 4. -1

\(=\tan ^{-1}\left(\frac{\frac{a}{b}-\tan x}{1+\frac{a}{b} \tan x}\right)\)

= \(\tan ^{-1}\left(\frac{\tan \theta-\tan x}{1+\tan \theta \tan x}\right)\)

= \(\tan ^{-1} \tan (\theta-x)=\theta-x=\left(\tan ^{-1} \frac{a}{b}-x\right)\)

= \(\frac{d y}{d x}\)= 1

Question 30. If y= sin-1(3x- 4X3), then \(\frac{d y}{d x}\) = ?

  1. \(\frac{3}{\sqrt{1-x^2}}\)
  2. \(\frac{-4}{\sqrt{1-x^2}}\)
  3. \(\frac{3}{\sqrt{1+x^2}}\)
  4. None of these

Answer: 1. \(\frac{3}{\sqrt{1-x^2}}\)

Putting x= sin θ, we get y= sin 1(sin 3θ) = 3θ = 3sin 1x.

Question 31. If y= cos-1(4X3– 3x), then \(\frac{d y}{d x}\) = ?

  1. \(\frac{3}{\sqrt{1-x^2}}\)
  2. \(\frac{-3}{\sqrt{1-x^2}}\)
  3. \(\frac{4}{\sqrt{1-x^2}}\)
  4. \(\frac{-4}{\left(3 x^2-1\right)}\)

Answer: 2. \(\frac{3}{\sqrt{1-x^2}}\)

Putting x= cos θ, we get y= cos-1(cos 3θ) = 3θ= 3cos-1x.

Question 32. If y = \(\tan ^{-1}\left(\frac{\sqrt{ } a+\sqrt{ } x}{1-\sqrt{a x}}\right)\), then \(\frac{d y}{d x}\) = ?

  1. \(\frac{1}{(1+x)}\)
  2. \(\frac{1}{\sqrt{x}(1+x)}\)
  3. \(\frac{2}{\sqrt{x}(1+x)}\)
  4. \(\frac{1}{2 \sqrt{x}(1+x)}\)

Answer: 4. \(\frac{1}{2 \sqrt{x}(1+x)}\)

Put \(\sqrt{ } a\)= tan θ and \(\sqrt{ } x\)= tan Φ.

Then

y= tan1 {tan (θ+ Φ)>)} = θ+ Φ = tan-1 \(\sqrt{ } a\) + tan-1 \(\sqrt{ } x\).

Question 33. If y = tan-1\(\frac{2 x}{\left(1+x^4\right)}\), then \(\frac{d y}{d x}\) = ?

  1. \(\frac{2 x}{\left(1+x^4\right)}\)
  2. \(\frac{-2 x}{\left(1+x^4\right)}\)
  3. \(\frac{x}{\left(1+x^4\right)}\)
  4. None of these

Answer: 1. \(\frac{2 x}{\left(1+x^4\right)}\)

Putting x2= tan θ, we get:

y= \(y=\tan ^{-1}\left\{\tan \left(\frac{\pi}{4}+\theta\right)\right\}=\left(\frac{\pi}{4}+\theta\right)\)

= \(\left(\frac{\pi}{4}+\tan ^{-1} x^2\right)\)

Question 34. If y = cos-1 x3, then\(\frac{d y}{d x}\) = ?

  1. \(\frac{-1}{(1+x)}\)
  2. \(\frac{2}{\sqrt{(1+x)}}\)
  3. \(\frac{-1}{2 \sqrt{ } x(1+x)}\)
  4. None of these

Answer: 3. \(\frac{-1}{2 \sqrt{ } x(1+x)}\)

y = \(\cot ^{-1} \sqrt{x}\)

⇒ \(\frac{d y}{d x}=\frac{-1}{(1+x)} \cdot \frac{1}{2 \sqrt{ } x}=\frac{-1}{2 \sqrt{ } x(1+x)}\)

Question 35. If y = cos-1x3, then\(\frac{d y}{d x}\) = ?

  1. \(\frac{-1}{\sqrt{1-x^6}}\)
  2. \(\frac{-3 x^2}{\sqrt{1-x^6}}\)
  3. \(\frac{-3}{x^2 \sqrt{1-x^6}}\)
  4. None of these

Answer: 2. \(\frac{-3 x^2}{\sqrt{1-x^6}}\)

y = \(\cos ^{-1} x^3\)

⇒ \(\frac{d y}{d x}=\frac{-3 x^2}{\sqrt{1-x^6}}\)

Question 36. If y= tan-1(sec x + tan x), then \(\frac{d y}{d x}\) = ?

  1. \(\frac{1}{2}\)
  2. \(\frac{1}{2}\)
  3. 1
  4. None of these

Answer: 1. \(\frac{1}{2}\)

y= \(\tan ^{-1}\left(\frac{1+\sin x}{\cos x}\right)=\tan ^{-1}\left[\frac{\{\cos (x / 2)+\sin (x / 2)\}^2}{\cos ^2(x / 2)-\sin ^2(x / 2)}\right]\)

= \(\tan ^{-1}\left\{\frac{\cos (x / 2)+\sin (x / 2)}{\cos (x / 2)-\sin (x / 2)}\right\}\)

= \(\tan ^{-1}\left\{\frac{1+\tan (x / 2)}{1-\tan (x / 2)}\right\}\)

= \(\tan ^{-1}\left\{\tan \left(\frac{\pi}{4}+\frac{x}{2}\right)\right\}\)

= \(\left(\frac{\pi}{4}+\frac{x}{2}\right)\)

Question 37. If y \(\cot ^{-1}\left(\frac{1-x}{1+x}\right)\), then \(\frac{d y}{d x}\)

  1. \(\frac{-1}{\left(1+x^2\right)}\)
  2. \(\frac{1}{\left(1+x^2\right)}\)
  3. \(\frac{1}{\left(1+x^2\right)^{3 / 2}}\)
  4. None of these

Answer: 2. \(\frac{1}{\left(1+x^2\right)}\)

Put x= tan θ. Then, y= cot-1.tan\(\left(\frac{\pi}{4}-\theta\right)\)

= \(\cot ^{-1}\left[\cot \left\{\frac{\pi}{2}-\left(\frac{\pi}{4}-\theta\right)\right\}\right]\)

= \(\left(\frac{\pi}{4}+\theta\right)\)

y = \(\frac{\pi}{4}+\tan ^{-1} x\)

Question 38. If y= \(y\sqrt{\frac{1+x}{1-x}}\), then \(\frac{d y}{d x}\)

  1. \(\frac{2}{(1-x)^2}\)
  2. \(\frac{x}{(1-x)^{3 / 2}}\)
  3. \(\frac{1}{(1-x)^{3 / 2} \cdot(1+x)^{1 / 2}}\)
  4. None of these

Answer: 3. \(\frac{1}{(1-x)^{3 / 2} \cdot(1+x)^{1 / 2}}\)

log y = \(\frac{1}{2}\{\log (1+x)-\log (1-x)\}\)

⇒ \(\frac{1}{y} \cdot \frac{d y}{d x}\)

= \(\frac{1}{2}\left\{\frac{1}{(1+x)}+\frac{1}{(1-x)}\right\}\)

Question 39. If y = \(\sec ^{-1}\left(\frac{x^2+1}{x^2-1}\right)\) , then \(\frac{d y}{d x}\)= ?

  1. \(\frac{-2}{\left(1+x^2\right)}\)
  2. \(\frac{2}{\left(1+x^2\right)}\)
  3. \(\frac{-1}{\left(1-x^2\right)}\)
  4. None of these

Answer: 1. \(\frac{-2}{\left(1+x^2\right)}\)

Put x= cot θ. Then

y = \(\sec ^{-1}\left(\frac{1+\tan ^2 \theta}{1-\tan ^2 \theta}\right)\)

= \(\sec ^{-1}\left(\frac{1}{\cos 2 \theta}\right)=\sec ^{-1}(\sec 2 \theta)\)

= 2θ = 2 cot x-1

Question 40. If y = \(\sec ^{-1}\left(\frac{1}{2 x^2-1}\right)\),then \(\frac{d y}{d x}\)= ?

  1. \(\frac{-2}{\left(1+x^2\right)}\)
  2. \(\frac{-2}{\left(1-x^2\right)}\)
  3. \(\frac{-2}{\sqrt{1-x^2}}\)
  4. None of these

Answer: 3. \(\frac{-2}{\sqrt{1-x^2}}\)

Put x= cos θ.

Then , y= \(\sec ^{-1}\left(\frac{1}{2 \cos ^2 \theta-1}\right)\)

= sec(sec 2θ) = 2 θ = 2 cos-1 x

Question 41. If y = \(\tan ^{-1}\left\{\frac{\sqrt{1+x^2}-1}{x}\right\}\), then \(\frac{d y}{d x}\)= ?

  1. \(\frac{1}{\left(1+x^2\right)}\)
  2. \(\frac{2}{\left(1+x^2\right)}\)
  3. \(\frac{1}{2\left(1+x^2\right)}\)
  4. None of these

Answer: 3. \(\frac{1}{2\left(1+x^2\right)}\)

Put x = tan θ.

Then, y =\(\frac{1}{2}\) tan-1 x

Question 42. If \(y=\sin ^{-1}\left\{\frac{\sqrt{1+x}+\sqrt{1-x}}{2}\right\}\) , then \(\frac{d y}{d x}\) = ?

  1. \(\frac{-1}{2 \sqrt{1-x^2}}\)
  2. \(\frac{1}{2 \sqrt{1-x^2}}\)
  3. \(\frac{1}{2\left(1+x^2\right)}\)
  4. None of these

Answer: 1. \(\frac{-1}{2 \sqrt{1-x^2}}\)

Put x = cos θ. Then,

y= \(\frac{\pi}{4}+\frac{1}{2} \cos ^{-1} x\)

Question 43. If x= at2, y= 2at, then \(\frac{d y}{d x}\) = ?

  1. \(\frac{1}{t}\)
  2. \(\frac{-1}{t^2}\)
  3. \(\frac{-2}{t}\)
  4. None of these

Answer: 1. \(\frac{1}{t}\)

⇒ \(\frac{d x}{d t}=2 a t\)

⇒  \(\frac{d y}{d t}=2 a\)

So, \(\frac{d y}{d x}=\frac{(d y / d t)}{(d x / d t)}\)

= \(\frac{1}{t}\)

Question 44. If x= a sec θ, y= b tan θ, then \(\frac{d y}{d x}\) =?

  1. \(\frac{b}{a} \sec \theta\)
  2. \(\frac{b}{a}{cosec} \theta\)
  3. \(\frac{b}{a} \cot \theta\)
  4. None of these

Answer: 2. \(\frac{b}{a}{cosec} \theta\)

⇒ \(\frac{d x}{d \theta}=a \sec \theta \tan \theta\)

= \(\frac{d y}{d \theta}=b \sec ^2 \theta\). \(\frac{d y}{d x}=\frac{(d y / d \theta)}{(d x / d \theta)}\)

= \(\frac{b}{a}{cosec} \theta\)

Question 45. If x = a cos 2θ, y= b sin 2θ, then \(\frac{d y}{d x}\) = ?

  1. \(\frac{-a}{b}\)
  2. \(\frac{a}{b}\) cot θ
  3. \(\frac{-b}{a}\)
  4. None of these

Answer: 3. \(\frac{-b}{a}\)

⇒ \(\frac{d x}{d \theta}=-2 a \cos \theta \sin \theta\),

=  \(\frac{d y}{d \theta}=2 b \sin \theta \cos \theta\)

= \(\frac{d y}{d x}=\frac{(d y / d \theta)}{(d x / d \theta)}\)

= \(\frac{-b}{a}\)

Question 46. If x= a(cos θ+ θ sin θ) and y = a(sin θ — θ cos θ), then\(\frac{d y}{d x}\) =?

  1. cot θ
  2. tan θ
  3. cot θ
  4. a tan θ

Answer:  2. tan θ

⇒ \(\frac{d y}{d x}=\frac{(d y / d \theta)}{(d x / d \theta)}\)

Question 47. If y = \(x^{x^{x \ldots \infty}}\), then \(\frac{d y}{d x}\)= ?

  1. \(\frac{y}{x(1-\log x)}\)
  2. \(\frac{y^2}{x(1-\log x)}\)
  3. \(\frac{y^2}{x(1-y \log x)}\)
  4. None of these

Answer: 3. \(\frac{y^2}{x(1-y \log x)}\)

y = \(x^y\)

log y =  y log x

⇒ \(\frac{1}{y} \frac{d y}{d x}\)

⇒ \(\frac{y}{x}+(\log x) \frac{d y}{d x}\)

Question 48. If y = \(\sqrt{x+\sqrt{x+\sqrt{x+}}} \ldots \infty\) , then \(\frac{d y}{d x}\) = ?

  1. \(\frac{1}{(2 y-1)}\)
  2. \(\frac{1}{\left(y^2-1\right)}\)
  3. \(\frac{2 y}{\left(y^2-1\right)}\)
  4. None of these

Answer:  1. \(\frac{1}{(2 y-1)}\)

y= \(\sqrt{x+y}\)

y2= \(x+y\)

⇒ \(2 y \frac{d y}{d x}=\cos x+\frac{d y}{d x}\)

Question 49. If y = \(\sqrt{\sin x+\sqrt{\sin x+\sqrt{\sin x+}}} \ldots\), then \(\frac{d y}{d x}\) = ?

  1. \(\frac{\sin x}{(2 y-1)}\)
  2. \(\frac{\cos x}{(y-1)}\)
  3. \(\frac{\cos x}{(2 y-1)}\)
  4. None of these

Answer: 3. \(\frac{\cos x}{(2 y-1)}\)

y = \(e^{x+y} \Rightarrow x+y=\log y\)

y = sin x+y

= \(2 y \frac{d y}{d x}\)

= \(\cos x+\frac{d y}{d x}\)

Question 50. If y = \(e^x+e^{x+\ldots}\), then\(\frac{d y}{d x}\)

  1. \(\frac{1}{(1-y)}\)
  2. \(\frac{y}{(1-y)}\)
  3. \(\frac{y}{(y-1)}\)
  4. None of these

Answer:  2. \(\frac{y}{(1-y)}\)

y= e(x+y)

x+y =logy

1+ \(+\frac{d y}{d x}=\frac{1}{y} \cdot \frac{d y}{d x}\)

Question 51.  The value k for which \(f(x)=\left\{\begin{array}{c}
\frac{\sin 5 x}{3 x}, \text { if } x \neq 0 \\
k, \text { if } x=0
\end{array} \text { is continuous at } x=0\right.\) is 

  1. \(\frac{1}{3}\)
  2. 0
  3. \(\frac{3}{5}\)
  4. \(\frac{5}{3}\)

Answer: 4. \(\frac{5}{3}\)

For continuity at x= 0, we must have \(\lim _{x \rightarrow 0} f(x)\) = f(0).

⇒ \(\lim _{x \rightarrow 0} f(x)\)

= \(\lim _{x \rightarrow 0} \frac{\sin 5 x}{5 x} \times \frac{5}{3}=\frac{5}{3} \lim _{5 x \rightarrow 0} \frac{\sin 5 x}{5 x}\)

= \(\left(\frac{5}{3} \times 1\right)=\frac{5}{3}\)

∴ We must have,f(0) = \(\frac{5}{3}\)

k = \(\frac{5}{3}\)

Question 52. \(\left\{\begin{array}{l}
x \sin \frac{1}{x}, \text { if } x \neq 0 \\
0, \text { when } x=0 .
\end{array}\right.\) Then, which of the following is the true statement?

  1. f(x) is not defined at x= 0
  2. \(\lim _{x \rightarrow 0} f(x)\)does not exist
  3. f(x) is continuous at x= 0
  4. f(x) is discontinuous at x= 0

Answer: 3. f(x) is continuous at x= 0

f(0) = 0.

⇒ \(\lim _{x \rightarrow 0} f(x)\) = \(\lim _{x \rightarrow 0} x \sin \frac{1}{x}=0 \times(\text { a finite quantity })\)

= 0

∴ f(x)is continuous at x= 0

Question 53. The value of k for which f(x) = x is continuous at x= 0, is

  1. 7
  2. 4
  3. 3
  4. None of these

Answer: 1.7

f(0)=k.

⇒ \(\lim _{x \rightarrow 0} f(x)\)

= \(=\lim _{x \rightarrow 0} \frac{3 x+4 \tan x}{x}=\)

= \(\lim _{x \rightarrow 0}\left\{3+\frac{4 \tan x}{x}\right\}\)

(3+4) = 7

∴ f(x) is continuous at x= 0 ⇔ f(0) = 7 ⇔ k= 7.

Question 54. Let f(x) =x3/2 Then, f'(0)= ?

  1. \(\frac{3}{2}\)
  2. \(\frac{1}{2}\)
  3. Does not exist
  4. None of these

Answer: 3. Does not exist

\(L f^{\prime}(0)=\lim _{h \rightarrow 0} \frac{f(0-h)-f(0)}{-h}\)

= \(\lim _{h \rightarrow 0} \frac{\left(h^{3 / 2}-0\right)}{-h}=\lim _{h \rightarrow 0}(-h)^{1 / 2}\), which does not exist, since

(-h)1/2 is imaginary

Question 55. The function f(x) = lx I ∀ x ∈ R is

  1. Continuous but not differentiable at x = 0
  2. Differentiable but not continuous at x = 0
  3. Neither continuous nor differentiable at x = 0
  4. None of these

Answer: 1. Continuous but not differentiable at x = 0

f(0+0) = \(\lim _{h \rightarrow 0}|0+h|\)

= \(\lim _{h \rightarrow 0}|h|=0\)

f(0-0)= \(\lim _{h \rightarrow 0}|0-h|\)

= \(\lim _{h \rightarrow 0}|-h|=\lim _{h \rightarrow 0}|h|=0\) and f(0)= 0

∴ f(x) is continuous at x= 0

Rf'(0)= \(\lim _{h \rightarrow 0} \frac{f(0+h)-f(0)}{h}\)

= \(\lim _{h \rightarrow 0} \frac{f(h)-0}{h}=\lim _{h \rightarrow 0} \frac{|h|}{h}\)

= \(\lim _{h \rightarrow 0} \frac{h}{h}=1\)

lf'(0)= \(\lim _{h \rightarrow 0} \frac{f(0-h)-f(0)}{-h}=\lim _{h \rightarrow 0} \frac{f(-h)-0}{-h}\)

= \(\lim _{h \rightarrow 0} \frac{|-h|}{-h}\)

= \(\lim _{h \rightarrow 0} \frac{h}{-h}=-1\)

∴ Rf'(0) ≠ L f'(0), which shows that f(x) is not differentiable at x= 0.

Question 56. \(
\text { The function } f(x)=\left\{\begin{array}{l}
1+x, \text { when } x \leq 2 \\
5-x, \text { when } x>2
\end{array}\right. \text { is }\)

  1. Continuous as well as differentiable at x = 2
  2. Continuous but not differentiable at x = 2
  3. Differentiablebutnot continuous at x = 2
  4. None of these

Answer: 2. Continuous but not differentiable at x=2

f(2+ 0) = \(\lim _{h \rightarrow 0} f(2+h)=\lim _{h \rightarrow 0}\{5-(2+h)\}=3\)

f(2 – 0)= \(\lim _{h \rightarrow 0} f(2-h)=\lim _{h \rightarrow 0}\{1+(2-h)\}=3\) and f(2) = 3

∴ f(x) is continuous at x= 2

⇒ Rf'(2) = \(\lim _{h \rightarrow 0} \frac{f(2+h)-f(2)}{h}=\lim _{h \rightarrow 0} \frac{(3-h)-3}{h}\)

= \(\lim _{h \rightarrow 0} \frac{-h}{h}=-1\)

⇒ Lf'(2) = \(\lim _{h \rightarrow 0} \frac{f(2-h)-f(2)}{-h}=\lim _{h \rightarrow 0} \frac{(3-h)-3}{-h}\)

= \(\lim _{h \rightarrow 0} \frac{h}{h}=1\)

∴ f (x) is not differentiable at x= 2

Question 57. \(
\text { If the function } f(x)=\left\{\begin{array}{r}
k x+5, \text { when } x \leq 2 \\
x-1, \text { when } x>2
\end{array}\right. \text { is }\) continuous at x= 2, then k= ?

  1. 2
  2. -2
  3. 3
  4. -3

Answer: 2.- 2

f(2) = \(\lim _{x \rightarrow 2} f(x)\)

= \(\lim _{x \rightarrow 2^{+}} f(x)=\lim _{h \rightarrow 0} f(2+h)\)

= \(\lim _{h \rightarrow 0}(2+h-1)=1\)

= \(\lim _{x \rightarrow 2^{-}} f(x)=\lim _{h \rightarrow 0} f(2-h)\)

= \(\lim _{h \rightarrow 0}\{k(2-h)+5\}\)

∴ 2k+5 = 1

k= -2

Also,f(2) = 2k+5 = 1 .Hence, k= -2

Question 58. If the function \(f(x)=\left\{\begin{array}{c}
\frac{1-\cos 4 x}{8 x^2}, x \neq 0 \\
k, x=0
\end{array}\right.\) is continuous at x= 0 , then k= ?

  1. 1
  2. 2
  3. \(\frac{1}{2}\)
  4. \(\frac{-1}{2}\)

Answer: 3. \(\frac{1}{2}\)

⇒ \(\lim _{x \rightarrow 0^{+}} f(x)=\lim _{h \rightarrow 0} f(0+h)\)

= \(\lim _{h \rightarrow 0} \frac{1-\cos 4 h}{8 h^2}\)

= \(\lim _{h \rightarrow 0} \frac{2 \sin ^2 2 h}{8 h^2}\)

= \(\frac{1}{2} \lim _{h \rightarrow 0}\left(\frac{\sin 2 h}{2 h}\right)^2\)

= \(\left(\frac{1}{2} \times 1^2\right)=\frac{1}{2}\)

⇒ \(\lim _{x \rightarrow 0} f(x)=\lim _{x \rightarrow 0} \frac{\sin ^2 a x}{a^2 x^2} \times a^2\)

= \(a^2 \cdot \lim _{a x \rightarrow 0}\left(\frac{\sin a x}{a x}\right)^2\)

= \(a^2 \times 1^2=a^2\)

For continuity, we must have f(0) = \(\frac{1}{2}\)

For continuity, we must have f(0) = a2

Question 59. If the function f(x) \(\left\{\begin{array}{r}
\frac{\sin ^2 a x}{x^2}, \text { when } x \neq 0 \\
k, \text { when } x=0
\end{array}\right.\) is continuous at x= 0, then k= ?

  1. a
  2. a2
  3. -2
  4. -4

Answer: 2. a2

Question 60. If the function f(x) = \(\left\{\begin{aligned}
\frac{k \cos x}{(\pi-2 x)}, \text { when } x & \neq \frac{\pi}{2} \\
3, \text { when } x & =\frac{\pi}{2}
\end{aligned}\right.\)

  1. 3
  2. -3
  3. -5
  4. 6

Answer: 4. 6

⇒ \(\lim _{x \rightarrow 0} f(x)=\lim _{x \rightarrow 0} \frac{\sin ^2 a x}{a^2 x^2} \times a^2\)

= \(a^2 \cdot \lim _{a x \rightarrow 0}\left(\frac{\sin a x}{a x}\right)^2\)

= \(a^2 \times 1^2=a^2\)

For continuity, we must have f(x) = a2

Question 61. At x= 2,f(x) = [x] is

  1. Continuous but not differentiable
  2. Differentiable but not continuous
  3. Continuous as well as differentiable
  4. None of these

Answer: 4. None of these

f(2) = [2] = 2

f(2 + 0)= \(\lim _{h \rightarrow 0} f(2+h)=\lim _{h \rightarrow 0}[2+h]\)= 2

f(2 – 0)= \(\lim _{h \rightarrow 0} f(2-h)=\lim _{h \rightarrow 0}[2-h]\)= 1

∴ f(x) is not continuous at x= 2

Rf'(2) = \(\lim _{h \rightarrow 0} \frac{f(2+h)-f(2)}{h}=\lim _{h \rightarrow 0} \frac{[2+h]-[2]}{h}\)

\(\lim _{h \rightarrow 0} \frac{(2-2)}{h}\) = 0

Lf'(2)= \(\lim _{h \rightarrow 0} \frac{f(2-h)-f(2)}{-h}=\lim _{h \rightarrow 0} \frac{[2-h]-[2]}{-h}\)

= \(\lim _{h \rightarrow 0} \frac{(1-2)}{-h}=\)

= \(\lim _{h \rightarrow 0} \frac{1}{h}=\infty\)

∴ f(x) is not differentiable at x = 2

Question 62. \(
\text { Let } f(x)=\left\{\begin{array}{r}
\frac{x^2-2 x-3}{x+1^2}, \text { when } x \neq-1 \\
k, \text { when } x=-1
\end{array}\right.\)

  1. 4
  2. -4
  3. -3
  4. 2

Answer: 2. -4

⇒ \(\lim _{x \rightarrow-1} f(x)=\lim _{x \rightarrow-1} \frac{(x-3)(x+1)}{(x+1)}\)

= \(\lim _{x \rightarrow-1}(x-3)\) = -4

For continuity, we must have, f(-1) =-4

Question 63. The function f(x) = x3– 6x2 + I5x- 12 is

  1. Strictly decreasing on R
  2. Strictly increasing on R
  3. Increasingin (-∞, 2] and decreasing in (2, ∞)
  4. None of these

Answer: 2. Strictly increasing on R

f'(x) = 3x2 -12x+15 = 3(x2 -4x+ 5) = 3[(x-2)2 + 1] > 0.

⇒  f'(x) > 0 for all x ∈ R ⇒  f(x) is strictly increasing on R.

Question 64. The function f (x) = 4- 3x + 3X2 -x3 is

  1. Decreasing on R
  2. Increasing on R
  3. Strictly decreasing on R
  4. Strictly increasing on R

Answer: 1. Decreasing on R

f'(x) =-3 + 6x- 3x2= 3(x2– 2x+ 1) = -3(x- 1)2 < 0.

⇒   f'(x) < 0 for all x ∈ R ⇒  f(x) is decreasing on R.

Question 65. The function f(x) = 3x + cos 3x is

  1. Increasing on R
  2. Strictly increasing on R
  3. Decreasing on R
  4. Strictly decreasing on R

Answer: 1. Increasing on R

f'(x) = 3- 3sin 3x = 3(1- sin 3x) > 0 since -1 < sin 3x < 1.

f( x) > 0 for all x ∈ R ⇒  f(x) is increasing on R.

Question 66. The function/ f(x) = x3– 6X2+ 9x+ 3 is decreasing for

  1. 1 < x < 3
  2. x>1
  3. x <1
  4. x <1 or x > 3

Answer: 1. 1 < x < 3

f'(x) = 3x2– 12 + 9 = 3Cx2– 4x + 3) = 3(x- 1)(x- 3)

f'(x) = 0 ⇒ x=1 or x= 3.

There are two factors in f'(x), so we start with + ve sign.

∴ f(x) is decreasing for 1 < x < 3.

Class-12-Maths Differential Calculus Question 67 Decreasing Positive

 

Question 67. The function f(x) -x3– 27x + 8 is increasing when

  1. 1 x 1 <3
  2. 1 x 1 >3
  3. -3 < x < 3
  4. None of these

Answer: 2. 1x 1 >3

f'( x) = 3x2 -27= 3(x2– 9) = 3(x+ 3)(x- 3)

f'(x)= 0 ⇒ x=-3 or x= 3.

There are two factors in f(x), so we start with +ve sign.

f(x) is increasing when x < -3 or x > 3, i.e., when IxI >3.

Class-12-Maths Differential Calculus Increasing Positive

 

Question 68. f(x) = sin x is increasing in

  1. \(\left(\frac{\pi}{2}, \pi\right)\)
  2. \(\left(\pi, \frac{3 \pi}{2}\right)\)
  3. [0,π]
  4. \(\left(\frac{-\pi}{2}, \frac{\pi}{2}\right)\)

Answer: 4. \(\left(\frac{-\pi}{2}, \frac{\pi}{2}\right)\)

∴ f'(x)= cos x > 0 in \(\left(\frac{-\pi}{2}, \frac{\pi}{2}\right)\)

∴  f(x) is increasing in \(\left(\frac{-\pi}{2}, \frac{\pi}{2}\right)\)

Question 69. f(x) = \(\frac{2 x}{\log x}\) is increasing in

  1. (0,1)
  2. (1, e)
  3. (e, ∞)
  4. (-∞,e)

Answer: 3. (e, ∞)

⇒ \(f^{\prime}(x)=\frac{(\log x) \cdot 2-2 x \cdot \frac{1}{x}}{(\log x)^2}\)

= \(\frac{2(\log x-1)}{(\log x)^2}\)

∴ f'(x)> 0 ⇔ log x-1>0 ⇔ log x>1 ⇔ log x>log e ⇔ x>e.

∴ f(x) is increasing (e, ∞)

Question 70. f(x) = (sin x- cos x) is decreasing

  1. \(\left(0, \frac{3 \pi}{4}\right)\)
  2. \(\left(\frac{3 \pi}{4}, \frac{7 \pi}{4}\right)\)
  3. \(\left(\frac{7 \pi}{4}, 2 \pi\right)\)
  4. None of these

Answer: 2. \(\left(\frac{3 \pi}{4}, \frac{7 \pi}{4}\right)\)

f'(x)= (cos x+ sinx) = \(\sqrt{2}\left(\frac{1}{\sqrt{2}} \cos x+\frac{1}{\sqrt{2}} \sin x\right)\)

= \(\sqrt{2} \sin \left(\frac{\pi}{4}+x\right)\)

∴ f(x)’ \(\sin \left(\frac{\pi}{4}+x\right)<0\)

= \(\pi<\frac{\pi}{4}+x<2 \pi\)

= \(\frac{3 \pi}{4}<x<\frac{7 \pi}{4}\)

∴ f (x) is decreasing in \(\left(\frac{3 \pi}{4}, \frac{7 \pi}{4}\right)\)

Question 71. f(x) = \(\frac{x}{\sin x}\) is

  1. Increasing in (0, 1)
  2. Decreasing in (0, 1)
  3. Increasingin \(\left(0, \frac{1}{2}\right)\) and decreasing \(\left(, \frac{1}{2}\right)\)in
  4. None of these

Answer: 1. Increasing in (0, 1)

f'(x)= \(\frac{\sin x-x \cos x}{\sin ^2 x}\)

= \(\frac{\cos x(\tan x-x)}{\sin ^2 x}\)

0<x<1 ⇒  tan x >x and cos x >0 ⇒  cos x(tan x- x) > 0

⇒  f'(x)>0

∴ f(x) is increasing (0, 1).

Question 72. f(x) = xx is decreasing in the interval

  1. (0,e)
  2. \(\left(0, \frac{1}{e}\right)\)
  3. (0,1)
  4. None of these

Answer: 2. \(\left(0, \frac{1}{e}\right)\)

f (x) = (1 +log x)

f'(x)< 0 ⇔ (1 +logx)<0 ⇒ logx<-1

= \(\log \frac{1}{e}\)

= x >0 and \(x<\frac{1}{e}\)

f(x) is decreasing in (0, \(\frac{1}{e}\))

Question 73. f(x) = x2ex is increasing in

  1. (-2,0)
  2. (0,2)
  3. (2,∞)
  4. (-∞, ∞)

Answer: 2. (0,2)

f'(x) = 2xex– x2ex= xex(2- x)

∴ f'(x) > 0 < t ⇒ > 0 and (2- x) > 0 ⇔ 0< x <2.

∴ f(x) is increasing in (0, 2).

Question 74. f(x) = sin x- kx is decreasing for all x ∈ R, when

  1. k<1
  2. k≥3
  3. k<3
  4. k≤3

Answer: 3. k<3

f'(x)- (cos x-k) and therefore,

f(x) is decreasing ⇔ f'(x) <0⇒ cos x- k<0

⇒  cos x<k ⇔ k>cosx ⇒ k>1

Question 75. f(x) = (x + 1)3(x- 3)3 is increasing in

  1. (-∞, 1)
  2. (-1,3)
  3. (3, ∞)
  4. (1,∞)

Answer: 4. (1,∞)

f'(x) = (x+1) (x- 3)3

f'(x) = 3(x+ 1)3(x- 3)2+ 3(x+ 1)2(x- 3)3

= 3(x+ 1)2(x- 3)2[(x+1) + (x- 3)] = 3(x+1)2(x- 3)2(x-1)

⇒ f'(x) > 0 when (x- 1) > 0, i.e., when x > 1.

∴ f(x) is increasing in (1, ∞).

Question 76. f(x) = [x(x-3)]2 is increasing in

  1. (0,∞)
  2. (-,∞,0)
  3. (1, 3)
  4. (0,\(\frac{1}{3}\)∪(3,∞)

Answer: 4.  (0,\(\frac{1}{3}\))∪(3,∞)

f(x) = [x(x- 3)]2 ⇒ f(x)= 2x(x- 3)(2x- 3).

f'(x) = 0 ⇒ x = 0 or x= \(\frac{1}{3}\) or x = \(\frac{1}{3}\) 3.

∴ f (x) is increasing when 0<x <-or x>3.

∴ f(x) is increasing in(0,\(\frac{1}{3}\)).

Class-12-Maths Differential Calculus Question 77 Increasing Positive

 

Question 77. If f(x) = kx3– 9x2 + 9x + 3 is increasing for every real number x, then

  1. k>3
  2. k≥3
  3. k<3
  4. k≤3

Answer: 1. k>3

∴ f(x) = 3kx2– 18x+ 9= 3(kx2– 6x+ 3).

This is positive when k > 0 and (36- 12k) < 0 ⇒ k> 3

Question 78. f(x) = \(\frac{x}{\left(x^2+1\right)}\) is increasing in

  1. (-1,1)
  2. (-1, ∞)
  3. (∞, -1)∪(1,∞)
  4. None of these

Answer: 1. (-1,1)

f'(x)= \(\frac{\left(x^2+1\right) \cdot 1-x \cdot 2 x}{\left(x^2+1\right)^2}=\frac{\left(1-x^2\right)}{\left(1+x^2\right)^2}\)

f'(x)> 0 ⇔(1-x2)>0 < ⇒ x2< 1 < ⇒ -1< X <1.

∴ f(x) is increasing in (-1, 1)

Question 79. The least value of k for which f(x) = x2 + kx+1 is increasing on (1, 2), is

  1. -2
  2. -1
  3. 1
  4. 2

Answer: 1. -2

f'(x)= (2x+ k).

1< x < 2 ⇒ 2< 2x < 4 ⇒ 2+k < 2x + k < 4+ k =  2+k< f(x) <4 + k

f (x) is increasing o (2x +k)>0 ⇔ 2+ k> 0 ⇔ k >-2.

Least value of k is -2.

Question 80. f(x) =IxI has

  1. Minimum at x= 0
  2. Maximum at x = 0
  3. Neither a maximum nor a minimum at x = 0
  4. None of these

Answer: 1. Minimum at x= 0

f(x) = IxI > 0 for all x ∈ R.

The least value of I x I is 0 at x = 0.

f(x) = IxI has minima at x= 0

Question 81. When x is positive, the minimum value of xx is

  1. ee
  2. e1/e
  3. e1/e
  4. (1/e)

Answer: 3. e1/e

f(x) = x2 ⇒  f'(x) = f(1 +log x) and f”(x) = \(x^x\left[\frac{1}{x}+(1+\log x)^2\right]\)

f'(x) = 0 ⇒ 1 +log x = 0 ⇒ log x =-l \(\log \left(\frac{1}{e}\right) \Rightarrow x=\left(\frac{1}{e}\right)\)

[f”(x)]x= (1/e) = \(e\left(\frac{1}{e}\right)^{1 / e}\)>0.

x= \(\frac{1}{e}\)is apoint ofminima.

Minimum value of x is \(\left(\frac{1}{e}\right)^{1 / e}=e^{-1 / e}\)

Question 82. The maximum value of \(\left(\frac{\log x}{x}\right)\) is

  1. \(\left(\frac{1}{e}\right)\)
  2. \(\left(\frac{2}{e}\right)\)
  3. e
  4. 1

Answer: 1. \(\left(\frac{1}{e}\right)\)

f(x) = \(\frac{\log x}{x}\)

f'(x)= \(\frac{x \cdot \frac{1}{x}-\log x \cdot 1}{x^2}=\frac{(1-\log x)}{x^2}\)

f'(x) = \(\frac{x^2 \cdot \frac{1}{x}-(1-\log x) \cdot 2 x}{x^4}=\frac{(-3+2 \log x)}{x^3}\)

f'(x) = 0 ⇒ 1-logx= 0 ⇒ log x=1 = log e ⇒ x= e.

f”(e)= \(\left(\frac{-3+2}{e^3}\right)=\frac{-1}{e^3}\)<0

x= e is a point of maxima

Maximum value of f(x) is \(\frac{1}{e}(\log e)=\frac{1}{e}\)

Question 83. f(x) = cosec x in (-π, 0) has a maxima at

  1. x = 0
  2. x =\(\frac{-\pi}{4}\)
  3. x =\(\frac{-\pi}{3}\)
  4. x =\(\frac{-\pi}{2}\)

Answer: 4. x =\(\frac{-\pi}{2}\)

f(x) = cosec x ⇒ f'(x) = -cosec x cot x’

= f”(x) = cosec3x+ cosec x (cot2x) = cosec x (cosec2x+ cot2x)

= cosec x (2cosec2x-1)

f(x) = 0 ⇒ cot x= 0 ⇒ X= \(\frac{-\pi}{2}\)

⇒ \(f^{\prime \prime}\left(\frac{-\pi}{2}\right)=\operatorname{cosec}\left(\frac{-\pi}{2}\right)\left[2 \operatorname{cosec}^2\left(\frac{-\pi}{2}\right)-1\right]\)

= (-1)(2-1)= -1 < 0.

x = \(\frac{-\pi}{2}\)is a point of maxima

Question 84. If x > 0 and xy=1, the minimum value of (x+ y) is

  1. -2
  2. 1
  3. 2
  4. None of these

Answer: 3. 2

xy = 1

y = \(\frac{1}{x}\)

Lest S = x+y = x+ \(\frac{1}{x}\)

Then , \(\frac{d s}{d x}=\left(1-\frac{1}{x^2}\right)=\frac{\left(x^2-1\right)}{x^2}\) and \(\frac{d^2 s}{d x^2}=\frac{2}{x^3}\)

\(\frac{d s}{d x}\) = 0

x2-1= 0 x = ± 1

⇒ \(\left.\left.\frac{d^2 s}{d x^2}\right]_{(x=-1)}=-2<0 \text { and } \frac{d^2 s}{d x^2}\right]_{(x=1)}\)

= 2>0

S is minimum at x=1 and minimum value of S = (1 + 1) = 2

Question 85. The minimum value of \(\left(x^2+\frac{250}{x}\right)\)

  1. 0
  2. 25
  3. -39
  4. None of these

Answer: 4. None of these

Let f(x) \(\left(x^2+\frac{250}{x}\right)\)

Then f'(x)= \(\left(2 x-\frac{250}{x^2}\right)and\) f”(x} = \(\left(2+\frac{500}{x^3}\right)\)

f'(x) = 0 ⇒ 2x3 -250= 0

x3 = \(\frac{250}{2}\)

x3 = 125

x3 = 53

⇒ x= 5.

f”(5)= \(\left(2+\frac{500}{125}\right)\)

= 6 > 0

f(x) is minimum at x= 5 and minimum value = \(\left(25+\frac{250}{5}\right)\)= 75

Question 86. The minimum value of f(x) = 3x4– 8X3– 48x+ 25 on [0, 3] is

  1. 16
  2. 25
  3. 50
  4. 75

Answer: 3. 50

f(x) = 12x3– 24x2+ 24x- 48 = 12(x- 2)(x2+ 2)

f”(x)= 36x2– 48x + 24=12(3x2– 4x+ 2).

f'(x) = 0 ⇒ x= 2 and f”(2) = 12(3x4-4x2 + 2) = 72>0

x= 2 is a point of minima.

Minimum value=min {f(0),f(2),f(3)}

= min {25, -39, 16} =-39.

Question 87. The maximum value of f(x) = (x- 2)(x- 3)2 is

  1. \(\frac{7}{3}\)
  2. 3
  3. \(\frac{4}{27}\)
  4. 27

Answer: 3. \(\frac{4}{27}\)

f(x) = (x- 2)(x- 3)2 ⇒ f(x)= (x- 3)(3x- 7) and f”(x) = (6x- 16).

f'(x) = 0 ⇒ x= 3 or x= \(\frac{7}{3}\)

f”(3)= 2>0 and f” (\(\frac{7}{3}\))= – 2>0.

x = \(\frac{7}{3}\) is a point of maxima.

Maximum value = (\(\frac{7}{3}\)– 2)(\(\frac{7}{3}\)-3) = \(\frac{4}{27}\)

Question 88. The least value off (x) = (ex+ ex) is

  1. -2
  2. 0
  3. 2
  4. None of these

Answer: 3. 0

f'(x) = ex– ex and f”(x) = ex+ ex

f'(x) = 0  ⇒ ex– ex = 0

⇒  ex= ex

⇒ e2x= e0

⇒ x = 0.

f”(0) = e°+ \(\frac{1}{e^0}\)= (1 + 1) = 2 > 0.

f(x) is minimum at x= 0 and minimum value of f(x) is 2

WBCHSE Solutions For Class 12 Maths Algebra

Algebra

Algebra Exercise 1A Review Of Facts And Formulae

1. Results on transposition of matrices

(A +B)’=(A’+B’)

(AB)’= (BA)’

(KB)’= (K.A’)

(A’)’= (A)

2.

A is symmetric ⇔  A’= A

A is skew-symmetric ⇔ A’=-A

Read and Learn More WBCHSE Solutions For Class 12 Maths

3.

A is idempotent ⇔ A2= A

A is nilpotent of order n = An= 0

A is orthogonal ⇔ AA’ = A’A =I

A is involutory ⇔ A2=I

4.

A is singular ⇔ I A I = 0

A is non-singular ⇔ I A I # 0

A-1 exists ⇔ I A I # 0

(AB)-1 = B-1 A-1

(kA)-11= \(\frac{1}{k}\)A-1

(A’)-1 = (A-1)’

I A-1I = \(\frac{1}{|A|}\)

5.

A(adj . A) = I AI I

I adj. A I = I AIn-1

adj . AB = (adj . B) . (adj – A)

6. For square matrices A and B of the same order, we have

  1. (A + B)2= A2+AB +BA + B2
  2. (A- B)2 = A2– AB- BA + B2
  3. (A + B) . (A- B) = A2– AB +BA- B2
  4. A and B anticommute AB= -BA

Class 12 Algebra Multiple Choice Questions

Question 1.  If A and B are 2 – 2-rowed square matrices such that   

Class-12-Maths Algebra Exercise 1 Question 1 Square matrices

Answer: 2. \(\left[\begin{array}{rr}
7 & -5 \\
1 & -5
\end{array}\right]\)

⇒ 2A= (A + B) + (A- B) and 2B = (A + B)- (A- B)

Question  2. \(\text { If }\left[\begin{array}{rr}
3 & -2 \\
5 & 6
\end{array}\right]+2 A=\left[\begin{array}{rr}
5 & 6 \\
-7 & 10
\end{array}\right], \text { then } A=?\)

1. \(\left[\begin{array}{rr}
1 & 3 \\
-5 & 4
\end{array}\right]\)

2. \(\left[\begin{array}{rr}
-1 & 5 \\
-3 & 4
\end{array}\right]\)

3. \(\left[\begin{array}{rr}
1 & 4 \\
-6 & 2
\end{array}\right]\)

4. None of these

Answer: 3. \(\left[\begin{array}{rr}
1 & 4 \\
-6 & 2
\end{array}\right]\)

⇒ 2A= \(\left[\begin{array}{rr}
5 & 6 \\
-7 & 10
\end{array}\right]\)– \(\left[\begin{array}{rr}
3 & -2 \\
5 & 6
\end{array}\right]\)= \(\left[\begin{array}{rr}
2 & 8 \\
-12 & 4
\end{array}\right]\)

Question 3. \(A=\left[\begin{array}{rr}
2 & 0 \\
-3 & 1
\end{array}\right] \text { and } B=\left[\begin{array}{rr}
4 & -3 \\
-6 & 2
\end{array}\right] \text { are such that } 4 A+3 X=5 B \text {, then } X=\text { ? }\)

1. \(\left[\begin{array}{rr}
4 & -5\\
-6 & 2
\end{array}\right]\)

2. \(\left[\begin{array}{rr}
4 & 5 \\
-6 & -2
\end{array}\right]\)

3. \(\left[\begin{array}{rr}
-4 & 5 \\
-6 & -2
\end{array}\right]\)

4. None of these

Answer: 1. \(\left[\begin{array}{rr}
4 & -5\\
-6 & 2
\end{array}\right]\)

⇒ 4A + 3X= 5B => 3X= (5B-4A) => X = \(\frac{1}{3}\)(5B-4A).

WBCHSE Solutions For Class 12 Maths Algebra

Question 4. \(\text { If }(A-2 B)=\left[\begin{array}{rr}
1 & -2 \\
3 & 0
\end{array}\right] \text { and }(2 A-3 B)=\left[\begin{array}{rr}
-2 & 2 \\
3 & -3
\end{array}\right] \text {, then } B=\text { ? }\)

1. \(\left[\begin{array}{rr}
6 & -4 \\
-3 & 3
\end{array}\right]\)

2. \(\left[\begin{array}{rr}
-4 & 6 \\
-3 & -3
\end{array}\right]\)

3. \(\left[\begin{array}{rr}
4 & -6 \\
-3 & -3
\end{array}\right]\)

4. None of these

Answer: 2. \(\left[\begin{array}{rr}
-4 & 6 \\
-3 & -3
\end{array}\right]\)

⇒ B = (2A-3B)-2(A-2B).

Question 5. \(\text { If }(2 A-B)=\left[\begin{array}{rrr}
6 & -6 & 0 \\
-4 & 2 & 1
\end{array}\right] \text { and }(2 B+A)=\left[\begin{array}{rrr}
3 & 2 & 5 \\
-2 & 1 & -7
\end{array}\right] \text {, then } A=\text { ? }\)

1. \(\left[\begin{array}{rrr}
-3 & 2 & 1 \\
2 & 1 & -1
\end{array}\right]\)

2. \(\left[\begin{array}{rrr}
3 & 2 & -1 \\
2 & -1 & -1
\end{array}\right]\)

3. \(\left[\begin{array}{rrr}
3 & -2 & 1 \\
-2 & 1 & -1
\end{array}\right]\)

4. None of these

Answer: 3. \(\left[\begin{array}{rrr}
3 & -2 & 1 \\
-2 & 1 & -1
\end{array}\right]\)

⇒ 5A = 2(2A- B) + (2B + A). Then, A = \(\frac{1}{5}\)(5A)

Question 6. \(\text { If } 2\left[\begin{array}{ll}
3 & 4 \\
5 & x
\end{array}\right]+\left[\begin{array}{ll}
1 & y \\
0 & 1
\end{array}\right]=\left[\begin{array}{rr}
7 & 0 \\
10 & 5
\end{array}\right] \text {, then }\)

1. (x = -2,y = 8)

2. x =  2y = 8

3. x = 3,y = -6

4. x =-3,y = 6

Answer: 2. x =  2y = 8

⇒ [2x+1 = 5 ⇒ x= 2] and [8 + y= 0 => y= -8].

Question 7. \(\text { If }\left[\begin{array}{cc}
x-y & 2 x-y \\
2 x+z & 3 z+w
\end{array}\right]=\left[\begin{array}{rr}
-1 & 0 \\
5 & 13
\end{array}\right] \text {, then }\)

1. z = 3,w = 4

2. z = 4,w = 3

3. z =1,w = 2

2. z = 2,w =-1

Answer: 1. z = 3,w = 4

⇒ (x- y=-1 and 2x- y= 0) => (x=1, y= 2)

⇒  (2x+ z = 5 => z = 3) and (3z+ w= 13 => w= 4).

Question 8. \(\text { If }\left[\begin{array}{cc}
x & y \\
3 y & x
\end{array}\right]\left[\begin{array}{l}
1 \\
2
\end{array}\right]=\left[\begin{array}{l}
3 \\
5
\end{array}\right] \text {, then }\)

1. x = 1,y = 2

2. x = 2,y = 1

3. x =1,y = 1

4. None of these

Answer: 3. x =1,y = 1

⇒  Solve x+ 2y= 3 and 3y+ 2x = 5.

Question 9. \(\text { If the matrix } A=\left[\begin{array}{cc}
3-2 x & x+1 \\
2 & 4
\end{array}\right] \text { is singular, then } x=\text { ? }\)

1. 0

2. 1

3. -1

4. -2

Answer:  2. 1

⇒  A is singular ⇔ IAI = 0.

Question 10. \(\text { If } A_\alpha=\left[\begin{array}{cc}
\cos \alpha & \sin \alpha \\
-\sin \alpha & \cos \alpha
\end{array}\right], \text { then }\left(A_\alpha\right)^2=\text { ? }\)

1. \(\left[\begin{array}{cc}
\cos ^2 \alpha & \sin ^2 \alpha \\
-\sin ^2 \alpha & \cos ^2 \alpha
\end{array}\right]\)

2. \(\left[\begin{array}{cc}
\cos 2 \alpha & \sin 2 \alpha \\
-\sin 2 \alpha & \cos 2 \alpha
\end{array}\right]\)

3. \(\left[\begin{array}{cc}
2 \cos \alpha & 2 \sin \alpha \\
-\sin \alpha & 2 \cos \alpha
\end{array}\right]\)

4. None of these

Answer: 1. \(\left[\begin{array}{cc}
\cos ^2 \alpha & \sin ^2 \alpha \\
-\sin ^2 \alpha & \cos ^2 \alpha
\end{array}\right]\)

Question 11. \(\text { If } A=\left[\begin{array}{cc}
\cos \alpha & \sin \alpha \\
-\sin \alpha & \cos \alpha
\end{array}\right] \text { be such that } A+A^{\prime}=I \text {, then } \alpha=\text { ? }\)

1. π

2. \(\frac{\pi}{3}\)

3. 2π

4. \(\frac{2 \pi}{3}\)

Answer: 2. \(\frac{\pi}{3}\)

Question 12. \(\text { If } A=\left[\begin{array}{rrr}
1 & k & 3 \\
3 & k & -2 \\
2 & 3 & -4
\end{array}\right] \text { is singular, then } k=\text { ? }\)

1. \(\frac{16}{3}\)

2. \(\frac{34}{5}\)

3. \(\frac{33}{2}\)

4. None of these

Answer: 3. \(\frac{33}{2}\)

⇒  A is singular ⇔ IAI = 0.

Question 13. \(\text { If } A=\left[\begin{array}{ll}
a & b \\
c & d
\end{array}\right]\), then adj. A= ?

1. \(\left[\begin{array}{ll}
d & -c \\
-b & a
\end{array}\right]\)

2. \(\left[\begin{array}{ll}
-d & b \\
c & -a
\end{array}\right]\)

3. \(\left[\begin{array}{ll}
d & -b \\
-c & a
\end{array}\right]\)

4. \(\left[\begin{array}{ll}
-d & -b \\
c & a
\end{array}\right]\)

Answer: 3. \(\left[\begin{array}{ll}
d & -b \\
-c & a
\end{array}\right]\)

Question 14. \(\text { If } A=\left[\begin{array}{cc}
2 x & 0 \\
x & x
\end{array}\right] \text { and } A^{-1}=\left[\begin{array}{rr}
1 & 0 \\
-1 & 2
\end{array}\right], \text { then } x=?\)

1. 1

2. 2

3. \(\frac{1}{2}\)

4. -2

Answer: 3. \(\frac{1}{2}\)

Use AA-1 =I.

Question 15. If A and B are square matrices of the same order, then (A + B)(A — B) = ?

1. (A2– B2)

2. A2 + AB + BA + B2

3. A2-AB + BA-B2

4. None of these

Answer: 3. A2-AB + BA-B2

⇒ Using distributive law, we have

(A +B)-(A-B) = A(A-B) +B(A-B) = (A2-AB +BA-B2).

Question 16. If A and B are square matrices of the same order, then (A + B)2=?

1. A2+ 2AB + B2

2.  A2-AB-BA + B2

3. A2 + 2BA + B2

4. None of these

Answer: 2.  A2-AB-BA + B2

⇒ (A + B)2= (A + B)-(A + B)=A(A + B) + B(A + B) = (A2+ AB + BA + B2).

Question 17. If A and B are square matrices of the same order, then (A- B)2 = ?

1. A2– 2AB + B2

2. A2+ AB-BA-B2

3. A2– 2BA + B2

4. None of these

Answer: 2. A2+ AB-BA-B2

⇒ (A- B)2 = (A-B) . (A-B)= A(A- B)- B(A- B) = (A2- AB- BA + B2).

Question 18. If A and B are symmetric matrices of the same order, then (AB-BA) is
always

1. A symmetric matrix

2. A skew-symmetric matrix

3. A zero matrix

4. An identity matrix

Answer: 2. A skew-symmetric matrix

Given A’= A and B’ = B.

∴ (AB- BA)’= (AB)’- (BA)’= (B’A’- A’B’) = (BA- AB) = -(AB- BA)

∴ (AB- BA) is skew-symmetric.

Question 19. Matrices A and B are inverses of each other only when

1. AB = BA

2. AB = BA = O

3. AB = O,BA =I

4. AB = BA = I

Answer: 4. AB = BA = I

A and B are inverses of each other only when AB = BA =I.

Question 20. For square matrices A and B of the same order, we have adj (AB) = ?

1. (adj A)(adj B)

2.  (adj A)(adj B)

3. I ABI

4. None of these

Answer: 2.  (adj A)(adj B)

⇒ adj (AB)= (adj B) (adj A).

Question 21. If A is a 3-rowed square matrix and I A I =4, then adj (adj A) =?

1. 4A

2. 16A

3. 64A

4. None of these

Answer: 1. 4A

adj(adj A) = IAI(n-1)=  IAI(3-2).A= IAI -A = 4A.

Question 22. If A is a 3-rowed square matrix and I A I =5, then I adj AI =?

1. 5

2. 25

3. 125

4. None of these

Answer: 2. 25

I adj AI = IA(n-1)I= I A 12= 52= 25.

Question 23. For any two matrices A and B

1. AB = BA is always true

2. AB = BA is never true

3. Sometimes AB = BA and sometimes AB BA

4. Whenever AB exists, then BA exists

Answer: 3. Sometimes AB = BA and sometimes AB BA

Question 24.  \(\text { If } A \cdot\left[\begin{array}{rr}
3 & 2 \\
1 & -1
\end{array}\right]=\left[\begin{array}{ll}
4 & 1 \\
2 & 3
\end{array}\right] \text {, then } A=\text { ? }\)

1. \(\left[\begin{array}{rr}
1 & -1 \\
1 & 1
\end{array}\right]\)

2. \(\left[\begin{array}{rr}
1 & 1 \\
-1 & 1
\end{array}\right]\)

3. \(\left[\begin{array}{rr}
1 & 1 \\
1 & -1
\end{array}\right]\)

4. None of these

Answer: 3. \(\left[\begin{array}{rr}
1 & 1 \\
1 & -1
\end{array}\right]\)

⇒ Let \(\left[\begin{array}{ll}
a & b \\
c & d
\end{array}\right]\left[\begin{array}{rr}
3 & 2 \\
1 & -1
\end{array}\right]=\left[\begin{array}{ll}
4 & 1 \\
2 & 3
\end{array}\right]\), find a,b,c and d

Question 25. If A is an invertible square matrix, then 1A-1I =?

1. |A|

2. \(\frac{1}{|A|}\)

3. 1

4. 0

Answer: 2. \(\frac{1}{|A|}\)

AA-1 = ⇒  IAA-1 I = III =1

⇒  IAI. I A-1 I  =1 = \(\frac{1}{|A|}\)

Question 26. If A and B are invertible matrices of the same order, then (AB)-1 =?

1. (A-1 x B-1)

2. (A x B-1)

3. (A-1x B)

4. (B-1x A-1)

Answer: 4. (B-1x A-1)

⇒  (AB)-1= B-1A-1

Question 27. If A and B are two non-zero square matrices of the same order such that AB = 0, then

1.  IAI =0 or IBI =0

2. IAI = 0 and IBI =0

3.  IAI ≠ 0and IB I ≠ 0

4. None of these

Answer: 2. IAI = 0 and IBI =0

⇒ [AB= 0 and A ≠ 0, B≠ 0] => IAI =0 and IBI =0.

Question 28. If A is a square matrix such that IAI ≠ 0 and A2– A + 2I = 0, then A-1 =?

1. (I-A)

2. (I+A)

3. \(\frac{1}{2}\)(I-A)

4. \(\frac{1}{2}\)(I+A)

Answer:  3. \(\frac{1}{2}\)(I-A)

⇒ 21=(A- A2 ) => 2A-1 = A-1 A-A-1AA = I-IA = (I-A)

A-1 = \(\frac{1}{2}\) (I-A)

Question 29.  \(
\text { If } A=\left[\begin{array}{lll}
1 & \lambda & 2 \\
1 & 2 & 5 \\
2 & 1 & 1
\end{array}\right] \text { is not invertible, then } \lambda=\text { ? }\)

1. 2

2. 1

3. -1

4. 0

Answer: 2. 1

⇒ A is not invertible ⇒ I A I = 0.

Question 30. \(\text { If } A=\left[\begin{array}{rr}
\cos \theta & -\sin \theta \\
\sin \theta & \cos \theta
\end{array}\right] \text {, then } A^{-1}=\text { ? }\)

1. A

2. -A

3. adj A-

4. -adj A

Answer: 3. adj A-

IAI =1 ⇒ A-1 =\(
\frac{1}{|A|}
\) adj A= (adj A).

Question 31. \(
\text { The matrix } A=\left[\begin{array}{cc}
a b & b^2 \\
-a^2 & -a b
\end{array}\right] \text { is }\)

1. Idempotent

2. Orthogonal

3. Nilpotent

4. None of these

Answer:  3. Nilpotent

A2= 0  ⇒ A is nilpotent.

Question 32. \(
\text { The matrix } A=\left[\begin{array}{rrr}
2 & -2 & -4 \\
-1 & 3 & 4 \\
1 & -2 & -3
\end{array}\right] \text { is }\)

1. Non-singular

2. Idempotent

3. Nilpotent

4. Orthogonal

Answer: 2. Idempotent

A2= A ⇒ A is idempotent.

Question 33. If A is singular, then A (adj A) =?

1. A unit matrix

2. A null matrix

3. A symmetric matrix

4. None of these

Answer: 2. A null matrix

Given IAI = 0. So, A(adj A) = IAI.I = 0-I = 0.

∴ A(adj A) is a null matrix.

Question 34. \(
\text { For any 2-rowed square matrix } A, \text { if } A \cdot({adj} A)=\left[\begin{array}{ll}
8 & 0 \\
0 & 8
\end{array}\right] \text {, then the value of }\)

1. 0

2. 8

3. 64

4. 4

Answer: 2. 8

A . adj  A = IAI. I= 8 \(\left[\begin{array}{ll}
1 & 0 \\
0 & 1
\end{array}\right]\) = 8I= |A|

Question 35. \(\text { If } A=\left[\begin{array}{rr}
-2 & 3 \\
1 & 1
\end{array}\right] \text {, then }\left|A^{-1}\right|=\text { ? }\)

1. -5

2. \(\frac{-1}{5}\)

3. \(\frac{1}{25}\)

4. 25

Answer: 2. \(\frac{-1}{5}\)

AA-1  = I ⇒  I AA-1 I = 1I1 => IAI .I A-1 I =1 ⇒ IA-1 I = \(\frac{1}{|A|}\)

IAI = \(\left|\begin{array}{rr}
-2 & 3 \\
1 & 1
\end{array}\right|\)=(-2- 3) = (-5)⇒I A-1I= \(\frac{-1}{5}\)

Question 36. \(
\text { If } A=\left[\begin{array}{ll}
3 & 1 \\
7 & 5
\end{array}\right] \text { and } A^2+x I=y A \text {, then the values of } x \text { and } y \text { are }\)

1.  x = 6, y = 6

2.  x = 8, y = 8

3. x = 5, y – 8

4. x = 6, y = 8

Answer: 2.  x = 8, y = 8

⇒ \(\left[\begin{array}{ll}
3 & 1 \\
7 & 5
\end{array}\right]\left[\begin{array}{ll}
3 & 1 \\
7 & 5
\end{array}\right]+x\left[\begin{array}{ll}
1 & 0 \\
0 & 1
\end{array}\right]=y\left[\begin{array}{ll}
3 & 1 \\
7 & 5
\end{array}\right]\)

⇒ \(\left[\begin{array}{rr}
16 & 8 \\
56 & 32
\end{array}\right]+\left[\begin{array}{ll}
x & 0 \\
0 & x
\end{array}\right]=\left[\begin{array}{rr}
3 y & y \\
7 y & 5 y
\end{array}\right]\)

⇒ \(\left[\begin{array}{cc}
16+x & 8 \\
56 & 32+x
\end{array}\right]=\left[\begin{array}{cc}
3 y & y \\
7 y & 5 y
\end{array}\right]\)

y= 8 and (16 + x= 3y= 3 x 8= 24) => x= 8.

Question 37. If matrices A and B anticommuting, then

1. AB = BA

2. AB = -BA

3. (AB) = (BA)-1

4. None of these

Answer: 2. AB = -BA

A and B anticommute ⇔ AB= -BA.

Question 38. \(
\text { If } A=\left[\begin{array}{ll}
2 & 5 \\
1 & 3
\end{array}\right], \text { then adj } A=\text { ? }\)

1. \(\left[\begin{array}{rr}
3 & -5 \\
-1 & 2
\end{array}\right]\)

2. \(\left[\begin{array}{rr}
3 & -1 \\
-5 & 2
\end{array}\right]\)

3. \(\left[\begin{array}{rr}
-1 & 2 \\
3 & -5
\end{array}\right]\)

4. None of these

Answer: 1. \(\left[\begin{array}{rr}
3 & -5 \\
-1 & 2
\end{array}\right]\)

Question 39. \(
\text { If } A=\left[\begin{array}{rr}
3 & -4 \\
-1 & 2
\end{array}\right] \text { and } B \text { is a square matrix of order } 2 \text { such that } A B=I \text {, then }\) B= ?

1. \(\left[\begin{array}{ll}
1 & 2 \\
2 & 3
\end{array}\right]\)

2. \(\left[\begin{array}{ll}
1 & 2 \\
2 & 3
\end{array}\right]\)

3. \(\left[\begin{array}{ll}
1 & 2 \\
2 & 3
\end{array}\right]\)

4. None of these

Answer: 3. \(\left[\begin{array}{ll}
1 & 2 \\
2 & 3
\end{array}\right]\)

AB =7 ⇒ B = A-1

Question 40. If A and B are invertible square matrices of the same order, then (AB)-1 = ?

1. AB-1

2. A-1B

3. A-1B-1

4. B-1A-1

Answer: 4. B-1A-1

(AB)-1 = B-1 A-1

Question 41. \(
\text { If } A=\left[\begin{array}{rr}
2 & -1 \\
1 & 3
\end{array}\right] \text {, then } A^{-1}=\text { ? }\)

1. \(\left[\begin{array}{cc}
\frac{3}{7} & \frac{-1}{7} \\
\frac{1}{7} & \frac{2}{7}
\end{array}\right]\)

2. \(\left[\begin{array}{cc}
\frac{3}{7} & \frac{-1}{7} \\
\frac{1}{7} & \frac{2}{7}
\end{array}\right]\)

3. \(\left[\begin{array}{cc}
\frac{3}{7} & \frac{-1}{7} \\
\frac{1}{7} & \frac{2}{7}
\end{array}\right]\)

4. None of these

Answer: 2. \(\left[\begin{array}{cc}
\frac{3}{7} & \frac{-1}{7} \\
\frac{1}{7} & \frac{2}{7}
\end{array}\right]\)

⇒  \(|A|=\left|\begin{array}{rr}
2 & -1 \\
1 & 3
\end{array}\right|=(6+1)=7 \neq 0\)

M11 = 3, M12= 1, M21 = -1 and M22= 2

∴ C11= 3, C12= -1, C21 =1 and C22= 2

⇒ A \(=\left[\begin{array}{rr}
3 & -1 \\
1 & 2
\end{array}\right]^{\prime}=\left[\begin{array}{rr}
3 & 1 \\
-1 & 2
\end{array}\right.]\)

Question 42. \(
\text { If }|A|=3 \text { and } A^{-1}=\left[\begin{array}{rr}
3 & -1 \\
\frac{-5}{3} & \frac{2}{3}
\end{array}\right], \text { then adj } A=?\)

1. \(\left[\begin{array}{rr}
9 & 3 \\
-5 & -2
\end{array}\right]\)

2. \(\left[\begin{array}{rr}
9 & -3 \\
-5 & 2
\end{array}\right]\)

3. \(\left[\begin{array}{rr}
-9 & 3 \\
5 & -2
\end{array}\right]\)

4. \(\left[\begin{array}{rr}
9 & -3 \\
5 & -2
\end{array}\right]\)

Answer: 2. \(\left[\begin{array}{rr}
9 & -3 \\
-5 & 2
\end{array}\right]\)

⇒ \(
A^{-1}=\frac{1}{|A|} \cdot {adj} A \Rightarrow {adj} A=|A| \cdot A^{-1}=3 A^{-1}=\left[\begin{array}{rr}
9 & -3 \\
-5 & 2
\end{array}\right]\)

Question 43. \(
\text { If } A \text { is an invertible matrix and } A^{-1}=\left[\begin{array}{ll}
3 & 4 \\
5 & 6
\end{array}\right] \text {, then } A=\text { ? }\)

1. \(\left[\begin{array}{rr}
6 & -4 \\
-5 & 3
\end{array}\right]\)

2. \(\left[\begin{array}{ll}
\frac{1}{3} & \frac{1}{4} \\
\frac{1}{5} & \frac{1}{6}
\end{array}\right]\)

3. \(\left[\begin{array}{rr}
-3 & 2 \\
\frac{5}{2} & \frac{-3}{2}
\end{array}\right]\)

4. None of these

Answer: 3. \(\left[\begin{array}{rr}
-3 & 2 \\
\frac{5}{2} & \frac{-3}{2}
\end{array}\right]\)

⇒ A = (A-1)-1. So, find the inverse of A-1.

Question 44. \(
\text { If } A=\left[\begin{array}{rr}
1 & 2 \\
4 & -3
\end{array}\right] \text { and } f(x)=2 x^2-4 x+5, \text { then } f(A)=?\)

1. \(\left[\begin{array}{rr}
19 & 2 \\
4 & -3
\end{array}\right]\)

2. \(\left[\begin{array}{rr}
19 & -16 \\
-32 & 51
\end{array}\right]\)

3. \(\left[\begin{array}{rr}
19 & -11 \\
-27 & 51
\end{array}\right]\)

4. None of these

Answer: 2. \(\left[\begin{array}{rr}
19 & -16 \\
-32 & 51
\end{array}\right]\)

⇒ (A) = 2A2-4A+5I.

Question 45. \(
\text { If } A=\left[\begin{array}{ll}
1 & 4 \\
2 & 3
\end{array}\right], \text { then } A^2-4 A=\text { ? }\)

1. I

2. 5I

3. 3I

4. 0

Answer: 2. 5I

⇒ \(\left[\begin{array}{ll}
1 & 4 \\
2 & 3
\end{array}\right]\left[\begin{array}{ll}
1 & 4 \\
2 & 3
\end{array}\right]-\left[\begin{array}{ll}
4 & 16 \\
8 & 12
\end{array}\right]=\left[\begin{array}{ll}
9 & 16 \\
8 & 17
\end{array}\right]-\left[\begin{array}{ll}
4 & 16 \\
8 & 12
\end{array}\right]=\left[\begin{array}{ll}
5 & 0 \\
0 & 5
\end{array}\right]\)=5I

Question 46. If A is a 2-rowed square matrix and I A I =6, then A . adj A = ?

1. \(\left[\begin{array}{ll}
6 & 0 \\
0 & 6
\end{array}\right]\)

2. \(\left[\begin{array}{ll}
3 & 0 \\
0 & 3
\end{array}\right]\)

3. \(\left[\begin{array}{ll}
\frac{1}{6} & 0 \\
0 & \frac{1}{6}
\end{array}\right]\)

4. None of these

Answer: 1. \(\left[\begin{array}{ll}
6 & 0 \\
0 & 6
\end{array}\right]\)

⇒ A.(adj A) = IAI.

⇒ \(
I=6 \cdot\left[\begin{array}{ll}
1 & 0 \\
0 & 1
\end{array}\right]=\left[\begin{array}{ll}
6 & 0 \\
0 & 6
\end{array}\right]\)

Question 47. If A is an invertible square matrix and A:is a non-negative real number, (kA-1) = ?

1. k. A-1

2. \(\frac{1}{k} \cdot A^{-1}\)

3. – K. A-1

4. None of these

Answer: 2. \(\frac{1}{k} \cdot A^{-1}\)

⇒ \((k A)^{-1}=\frac{1}{k} \cdot A^{-1}\) is true.

Question 48. \(
\text { If } A=\left[\begin{array}{rrr}
3 & 4 & 1 \\
1 & 0 & -2 \\
-2 & -1 & 2
\end{array}\right], \text { then } A^{-1}=\text { ? }\)

1. \(\left[\begin{array}{rrr}
2 & 9 & -8 \\
-2 & 8 & 7 \\
-1 & 5 & -4
\end{array}\right]\)

2. \(\left[\begin{array}{rrr}
2 & 9 & -8 \\
2 & 8 & 7 \\
-1 & -5 & -4
\end{array}\right]\)

3. \(\left[\begin{array}{rrr}
2 & -9 & -8 \\
2 & 8 & 7 \\
-1 & -5 & -4
\end{array}\right]\)

4. None of these

Answer: 3. \(\left[\begin{array}{rrr}
2 & -9 & -8 \\
2 & 8 & 7 \\
-1 & -5 & -4
\end{array}\right]\)

⇒ \(A^{-1}=\frac{1}{|A|}\).adj A.

Question 49. If A is a square matrix, then (A + A’) is

1. Anull matrix

2. An identity matrix

3. A symmetric matrix

4. A skew-symmetric matrix

Answer: 3. A symmetric matrix

⇒ A is a square matrix ⇒ (A + A’) is symmetric.

Question 50. If A is a square matrix, then (A- A’) is

1. Anull matrix

2. An identity matrix

3. A symmetric matrix

4. A skew-symmetric matrix

Answer: 4. A skew-symmetric matrix

A is a square matrix ⇒(A -A’) is skew-symmetric.

Question 51. If A is a 3-rowed square matrix and I 3 AI = k I  A I, then K=?

1. 3

2. 9

3. 27

4. 1

Answer: 3. 27

⇒ I3AI =( 3 x 3 x 3) IAI =27. I A I.

Question 52. Which one of the following is a scalar matrix?

1. \(\left[\begin{array}{ll}
1 & 1 \\
1 & 1
\end{array}\right]\)

2. \(\left[\begin{array}{ll}
6 & 0 \\
0 & 3
\end{array}\right]\)

3. \(\left[\begin{array}{ll}
8 & 0 \\
0 & -8
\end{array}\right]\)

4. None of these

Answer: 3. \(\left[\begin{array}{ll}
8 & 0 \\
0 & -8
\end{array}\right]\)

⇒ A scalar matrix is a square matrix each of whose non-diagonal elements is 0 and all diagonal elements are equal.

Question 53. \(
\text { If } A=\left[\begin{array}{ll}
1 & -1 \\
2 & -1
\end{array}\right] \text { and } B=\left[\begin{array}{rr}
a & 1 \\
b & -1
\end{array}\right] \text { and }(A+B)^2=\left(A^2+B^2\right) \text {, then }\)

1. a= 2, b= -3

2. a= -2, b= 3

3. a= 1, b= 4

4. None of these

Answer:  3. a= 1, b= 4

A+ B)2 = (A2+ B2) ⇒ A2+ B2+AB+ BA = (A2+ B2) ⇒ AB =-BA

⇒ \(\left[\begin{array}{cc}
a-b & 2 \\
2 a-b & 3
\end{array}\right]=\left[\begin{array}{ll}
-a-2 & a+1 \\
-b+2 & b-1
\end{array}\right]\)

Now, (a +1 = 2 and b-1 = 3)⇒ (a =1 and 6 = 4).

Algebra Exercise 1B Review Of Facts And Formulae

1.

1.\(\left|\begin{array}{ll}
a_{11} & a_{12} \\
a_{21} & a_{22}
\end{array}\right|=\left(a_{11} a_{22}-a_{12} a_{21}\right)\)

2. \(\left|\begin{array}{lll}
a_{11} & a_{12} & a_{13} \\
a_{21} & a_{22} & a_{23} \\
a_{31} & a_{32} & a_{33}
\end{array}\right|\)

= \(a_{11} \cdot\left|\begin{array}{ll}
a_{22} & a_{23} \\
a_{32} & a_{33}
\end{array}\right|-a_{12} \cdot\left|\begin{array}{ll}
a_{21} & a_{23} \\
a_{31} & a_{33}
\end{array}\right|+a_{13} \cdot\left|\begin{array}{ll}
a_{21} & a_{22} \\
a_{31} & a_{32}
\end{array}\right|\)

\(=a_{11}\left(a_{22} a_{33}-a_{32} a_{23}\right)-a_{12}\left(a_{21} a_{33}-a_{31} a_{23}\right)+a_{13}\left(a_{21} a_{32}-a_{31} a_{22}\right)\)

2. 

1. Minor of aij is given by

Mij= det. obtained after deleting ith row and jth column.

2. Co-factor of aij is given by Cij= (-1)i+j.Mij

Δ= sum of the products of the elements of any row or column with their
corresponding co-factors.

Δ= a11C11+ a12C12 + a13C13

= a11C11+ a21C21 + a31C31

3. Properties of determinants

If the rows and columns of a determinant are interchange the value of the determinant remains unchanged.

⇒ R1 ↔ R3 shows the interchange of first and 3rd rows

If any two adjacent rows (or columns) of a determinant are interchanged, the value of the new determinant is the negative of the value of original determinant.

If all the elements of one row (or column) of a determinant are multiplied by k, the value of the original determinant is multiplied by k.

⇒ R2—> R2 shows the multiplication of each element of the second rowby k.

If the elements of a row (or a column) of a determinant are added k times the corresponding elements of another row (or column), the value of the determinant remains unchanged.

⇒ Ri —>Rj+ kRj shows that k times the elements of jth row are added to the
corresponding elements of ith row.

If two rows (or columns) of a determinant are identical, the value of the
the determinant is zero.

If each element of a row (or a column) of a determinant is 0, the value of
the determinant is 0.

4.  Area of Δ A ABC with vertices A(x1,y1) B(x2, y2) and C(x3, y3) is given by

⇒ \(\Delta=\frac{1}{2}\left|\begin{array}{lll}
x_1 & y_1 & 1 \\
x_2 & y_2 & 1 \\
x_3 & y_3 & 1
\end{array}\right|\)

Points A(x1,y1) B(x2, y2) and C(x3, y3) are collinear ⇔ ar(Δ ABC) = 0 ⇔ Δ = 0.

Algebra Exercise 1B Multiple Choice Questions

Question 1. \(\left|\begin{array}{ll}
\cos 70^{\circ} & \sin 20^{\circ} \\
\sin 70^{\circ} & \cos 20^{\circ}
\end{array}\right|\)

  1.  1
  2.  0
  3.  cos 50°
  4. sin 50°

Answer: 2. 0

Question 2. \(\left|\begin{array}{ll}
\cos 15^{\circ} & \sin 15^{\circ} \\
\sin 15^{\circ} & \cos 15^{\circ}
\end{array}\right|\)

  1. 1
  2. \(\frac{1}{2}\)
  3. \(\frac{\sqrt{3}}{2}\)
  4. None of these

Answer:  3. \(\frac{\sqrt{3}}{2}\)

Δ = \(\left(\cos ^2 15^{\circ}-\sin ^2 15^{\circ}\right)\)

= cos (2×15° )= cos 30°

= \(\frac{\sqrt{3}}{2}\)

Question 3. \(\left|\begin{array}{rr}
\sin 23^{\circ} & -\sin 7^{\circ} \\
\cos 23^{\circ} & \cos 7^{\circ}
\end{array}\right|=?\)

  1. \(\frac{\sqrt{3}}{2}\)
  2. \(\frac{1}{2}\)
  3. sin 16
  4. cos 16

Answer: 2. \(\frac{1}{2}\)

Question 4. \(\left|\begin{array}{cc}
a+i b & c+i d \\
-c+i d & a-i b
\end{array}\right|\) = ?

  1.  (a2+ b2– c2– d22
  2. (a2-b2+ c2-d2)
  3. (a2+ b2+ c2+ d2)
  4.  None of these

Answer: 3.  (a2+ b2+ c2+ d2)

Δ = \(\left|\begin{array}{cc}
a+i b & c+i d \\
-(c-i d) & a-i b
\end{array}\right|=(a+i b)(a-i b)+(c-i d)(c+i d)\)

= (a2+b2+c2+d2)

Question 5. \(\left|\begin{array}{lll}
a-b & b-c & c-a \\
b-c & c-a & a-b \\
c-a & a-b & b-c
\end{array}\right|\)=?

  1.  (a + b + c)
  2.  3[a+ b+ c)
  3.  3abc
  4.  0

Answer: 4. 0

R1 -+ (R1 + R2+ R3) gives all zeros in R1 and this gives Δ= 0

Question 6. \(\left|\begin{array}{ccc}
1 & 1+p & 1+p+q \\
2 & 3+2 p & 1+3 p+2 q \\
3 & 6+3 p & 1+6 p+3 q
\end{array}\right|\) =?

  1. 0
  2. 1
  3. -1
  4. None of these

Answer: 2. 1

Applying R2→ (R2– 2R1) and R3 -+ (R3– 3R1) and expandingby C1 we get Δ=1.

Question 7.  \(\left|\begin{array}{ccc}
1 & 1 & 1 \\
a & b & c \\
a^3 & b^3 & c^3
\end{array}\right|\) =?

  1. (a-b)(b-c)(c-a)
  2.  -(a-b)(b-c)(c-a)
  3. (a- b)(b- c)(c- a)(a + b + c)
  4. abc (a- b)(b- c){c- a)

Answer: 3. (a- b)(b- c)(c- a)(a + b + c)

Question 8. \(\left|\begin{array}{ccc}
1+a^2-b^2 & 2 a b & -2 b \\
2 a b & 1-a^2+b^2 & 2 a \\
2 b & -2 a & 1-a^2-b^2
\end{array}\right|=?\)

  1. (1 + a2+ b2)
  2. (1 + a2+ b2)2
  3. (1 + a2 + b2)3
  4. None of these

Answer:  3. (1 + a2 + b2)3

Apply R1 → R1 + bR3 and R2 → R2 — aR3

Question 9. \(\left|\begin{array}{lll}
\sin \alpha & \cos \alpha & \sin (\alpha+\delta) \\
\sin \beta & \cos \beta & \sin (\beta+\delta) \\
\sin \gamma & \cos \gamma & \sin (\gamma+\delta)
\end{array}\right|\)= ?

  1. 0
  2. 1
  3. sin (a+ 8) + sin (P + 8) + sin (Y+ 8)
  4.  None of these

Answer: 1. 0

Apply C3→ C3– (cos δ)C1– (sinδ )C2

Question 10. \(\left|\begin{array}{ccc}
x+y & x & x \\
5 x+4 y & 4 x & 2 x \\
10 x+8 y & 8 x & 3 x
\end{array}\right|\)

  1. 0
  2.  x3
  3. y3
  4. None of these

Answer: 2. x3

Take x common from C2 and x common from C3.

Apply R3→R3– 2R2.

Question 11. \(\left|\begin{array}{lll}
b+c & c+a & a+b \\
c+a & a+b & b+c \\
a+b & b+c & c+a
\end{array}\right|=?\)

  1. (a + b + c)
  2. (a + b + c)2
  3.  0
  4. None of these

Answer: 4. None of these

Apply C1 → (C1 + C12+ C3).

Question 12. \(\left|\begin{array}{ccc}
a & b & c \\
a-b & b-c & c-a \\
b+c & c+a & a+b
\end{array}\right|=?\)

  1. (a3 + b3 + c3)
  2.  (a+b+c)3
  3. 3abc(a + b + c)
  4. (a3 + b3 + c3– 3abc

Answer: 4. (a3 + b3 + c3– 3abc

Apply C1 →(C1 + C2+ C3)

Question 13. \(\left|\begin{array}{ccc}
0 & a-b & a-c \\
b-a & 0 & b-c \\
c-a & c-b & 0
\end{array}\right|=?\)

  1. (a+b+c)
  2. (a+b-c)
  3. 1
  4. 0

Answer:  4. 0

Apply R1 → (R1 − R12) and → (R3−R2)

Question 14. \(\left|\begin{array}{ccc}
a+b & a & b \\
a & a+c & c \\
b & c & b+c
\end{array}\right|=?\)

  1. a+b+c
  2. abc
  3. 4abc
  4. a2b2c2

Answer: 3. 4abc

Apply R1 →  R1– (R2+ R3).

Question 15.  \(\left|\begin{array}{lll}
a & 1 & b+c \\
b & 1 & c+a \\
c & 1 & a+b
\end{array}\right|=?\)

  1. (a+b+c)
  2. 2(a+b+c)
  3. 0
  4. None of these

Answer: 3. 0

Apply C1 →  (C1 + C3) and take (a+ b+ c) common from C1

Question 16.  \(\left|\begin{array}{ccc}
a-b-c & 2 b & 2 c \\
2 a & b-c-a & 2 c \\
2 a & 2 b & c-a-b
\end{array}\right|=?\)

  1. (a+b+c)
  2. (a+b+c)2
  3. (a+b+c)3
  4. None of these

Answer: 3. (a+b+c)3

Apply Cx1→  C1+ C2+ C3

Question 17. \(\left|\begin{array}{ccc}
a^2+1 & a b & a c \\
a b & b^2+1 & b c \\
c a & c b & c^2+1
\end{array}\right|=?\)

  1.  (a2+b2+c2)
  2. ( 1+a2+b2+c2)
  3. ( 3+a2+b2+c2)
  4. None of these

Answer: 2. ( 1+a2+b2+c2)

⇒ \(\Delta=\left|\begin{array}{ccc}
a\left(a+\frac{1}{a}\right) & a b & a c \\
a b & \left(b+\frac{1}{b}\right) b & b c \\
a c & b c & \left(c+\frac{1}{c}\right) c
\end{array}\right|=(a b c) \cdot\left|\begin{array}{ccc}
a+\frac{a}{a} & a & a \\
b & b+\frac{1}{b} & b \\
c & c & c+\frac{1}{c}
\end{array}\right|\)

⇒ \(=(a b c)\left|\begin{array}{ccc}
\frac{\left(a^2+1\right)}{a} & a & a \\
b & \frac{b^2+1}{b} & b \\
c & c & \frac{c^2+1}{c}
\end{array}\right|=\left(\frac{a b c}{a b c}\right) \cdot\left|\begin{array}{ccc}
a^2+1 & a^2 & a^2 \\
b^2 & b^2+1 & b^2 \\
c^2 & c^2 & c^2+1
\end{array}\right|\)

Now apply, R1→ R1+R2+R3

Question 18.  \(\left|\begin{array}{lll}
265 & 240 & 219 \\
240 & 225 & 198 \\
219 & 198 & 181
\end{array}\right|=?\)

  1.  0
  2.  78
  3. -39
  4. 108

Answer: 1. 0

Applying C1→(C1-C3) and C2→(C2-C3) we get:

⇒ \(\Delta=\left|\begin{array}{lll}
46 & 21 & 219 \\
42 & 27 & 198 \\
38 & 17 & 181
\end{array}\right|=\left|\begin{array}{rrr}
4 & 21 & 9 \\
-12 & 27 & -72 \\
4 & 17 & 11
\end{array}\right|\)

C1→(C1-2C2)

C3→(C3-10C2)

Now , apply R1→(R1-R3) and R2→(R2-3R3)

Question 19. \(\left|\begin{array}{lll}
1^2 & 2^2 & 3^2 \\
2^2 & 3^2 & 4^2 \\
3^2 & 4^2 & 5^2
\end{array}\right|=?\)

  1. 8
  2. -8
  3. 16
  4. 142

Answer: 2. -8

Question 20.\(\left|\begin{array}{lll}
1 ! & 2 ! & 3 ! \\
2 ! & 3 ! & 4 ! \\
3 ! & 4 ! & 5 !
\end{array}\right|=?\)

  1. 2
  2. 6
  3. 24
  4. 120

Answer: 3. 24

Question 21.\(\left|\begin{array}{ccc}
1 & 1 & 1 \\
1 & 1+x & 1 \\
1 & 1 & 1+y
\end{array}\right|\)

  1.  (x+y)
  2. (x-y)
  3. xy
  4.  None of these

Answer: 3. xy

Question 22. \(\left|\begin{array}{lll}
a & b & c \\
b & c & a \\
c & a & b
\end{array}\right|=?\)

  1. abc (a+b+c)
  2. (a3 -b3-c3 + 3abc)
  3. (-a3 -b3-c3 + 3abc)
  4. None of these

Answer: 3. (-a3 -b3-c3 + 3abc)

Question 23. If a, b, cbe distinct positive real numbers, then the value of \(\left|\begin{array}{lll}
a & b & c \\
b & c & a \\
c & a & b
\end{array}\right|\) is

  1. Positive
  2. Negative
  3. A perfect square
  4. 0

Answer: 2. Negative

Δ= -(a+ b+ c)(a2+ b2+ c2-ab-bc-ca)

=- \(\frac{1}{2}\) (a+ b + c)[(a- b)2+ (b- c)2+ (c- a)2], which is negative.

Question 24. \(\left|\begin{array}{ccc}
-a^2 & a b & a c \\
a b & -b^2 & b c \\
a c & b c & -c^2
\end{array}\right|=?\)

  1. 0
  2. abc
  3. 4 a2b2c2
  4. None of these

Answer: 3. 4 a2b2c2

Question 25. \(\left|\begin{array}{lll}
b c & b+c & 1 \\
c a & c+a & 1 \\
a b & a+b & 1
\end{array}\right|=?\)

  1. (a-b)(b-c)(c-a)
  2. – (a-b)(b-c)(c-a)
  3. (a+b)(b+c)(c+a)
  4.  None of these

Answer: 1. (a-b)(b-c)(c-a)

Question 26. \(\left|\begin{array}{ccc}
a^2+2 a & 2 a+1 & 1 \\
2 a+1 & a+2 & 1 \\
3 & 3 & 1
\end{array}\right|=?\)

  1. (a-1)2
  2. (a-1)3
  3. (a-1)
  4. None of these

Answer: 2. (a-1)3

Apply R1→ (R1 — R2) and R3 → (R3 — R2)

Question 27. \(\left|\begin{array}{lll}
\frac{1}{a} & a^2 & b c \\
\frac{1}{b} & b^2 & a c \\
\frac{1}{c} & c^2 & a b
\end{array}\right|=?\)

  1. 0
  2. 1
  3. -1
  4. None of these

Answer: 1.0

⇒ \(\Delta=\frac{1}{a b c}\left|\begin{array}{ccc}
1 & a^3 & a b c \\
1 & b^3 & a b c \\
1 & c^3 & a b c
\end{array}\right|=\left(\frac{a b c}{a b c}\right) \cdot\left|\begin{array}{ccc}
1 & a^3 & 1 \\
1 & b^3 & 1 \\
1 & c^3 & 1
\end{array}\right|=0\)

Question 28.\(\left|\begin{array}{ccc}
x+1 & x+2 & x+4 \\
x+3 & x+5 & x+8 \\
x+7 & x+10 & x+14
\end{array}\right|=?\)

  1.  -2
  2. 2
  3. x2– 2
  4. x + 2

Answer: 1. -2

Apply C2→(C2– C1) and C3 → (C3 — C1).

Question 29.\(\left|\begin{array}{ccc}
b+c & a & a \\
b & c+a & b \\
c & c & a+b
\end{array}\right|=?\)

  1.  4abc
  2.  2(a + b + c)
  3.  (ab + bc + ca)
  4.  None of these

Answer: 1. 4abc

Apply R1→R1– (R2+R3) and then apply R2 → (R2-R1) and R3 → (R3-R1).

Question 30. \(\left|\begin{array}{ccc}
a & a+2 b & a+2 b+3 c \\
3 a & 4 a+6 b & 5 a+7 b+9 c \\
6 a & 9 a+12 b & 11 a+15 b+18 c
\end{array}\right|=?\)

  1.  a3
  2. -a3
  3. 0
  4. None of these

Answer: 2. -a3

Apply R2 → R2 − 3R1 and R3→ R3 − 6R1.

Question 31. \(\left|\begin{array}{lll}
1 & b c & b c(b+c) \\
1 & c a & c a(c+a) \\
1 & a b & a b(a+b)
\end{array}\right|=?\)

  1.  abc
  2.  2 abc
  3. abc(a+b+c)
  4. 0

Answer: 4. 0

Apply R2 → R2– R1 and R3 → R3-R1.

Question 32. The value of \(\left|\begin{array}{ccc}
\cos (\theta+\phi) & -\sin (\theta+\phi) & \cos 2 \phi \\
\sin \theta & \cos \theta & \sin \phi \\
-\cos \theta & \sin \theta & \cos \phi
\end{array}\right|\) is

  1.  Independent of o only
  2.  Independent of o only
  3.  Independent of o only
  4.  Dependent of o only

Answer: 1. Independent of o only

Apply R1 → R1+ (sin Φ)R2 − (cos Φ)R3.

Take (2cosΦ) common from R1. Now, apply R1 →4 (R1 +R3).

Question 33. \(\left|\begin{array}{lll}
b+c & a & b \\
c+a & c & a \\
a+b & b & c
\end{array}\right|=?\)

  1. (a + b+ c)(a- c)
  2.  (a + b + c)(b- c)
  3.  (a + b + c)(a-cf
  4.  (a + b + c)(b- c)

Answer: 3. (a + b + c)(a-cf)

Express A as the sum of two determinants and simplify each.

Question 34. If co is a complex root of unity, then \(\left|\begin{array}{ccc}
1 & \omega & \omega^2 \\
\omega & \omega^2 & 1 \\
\omega^2 & 1 & \omega
\end{array}\right|=?\)

  1. 1
  2. -1
  3.  0
  4. None of these

Answer: 3. 0

Apply R1→R1+ R2+ R3 and use the result (1 + ω+ ω2) = 0.

Question 35. If ω is a complex cube root of unity, then the value of \(\left|\begin{array}{ccc}
1 & \omega & 1+\omega \\
1+\omega & 1 & \omega \\
\omega & 1+\omega & 1
\end{array}\right|\)

  1. 2
  2.  4
  3.  0
  4. -3

Answer: 2. 4

1 +ω+ ω2 => (1 + ω) = – ω2. Put (1 + ω) = -ω2 and expand.

Question 36. If \(\left|\begin{array}{lll}
a+b & b+c & c+a \\
b+c & c+a & a+b \\
c+a & a+b & b+c
\end{array}\right|=k\left|\begin{array}{lll}
a & b & c \\
b & c & a \\
c & a & b
\end{array}\right|, \text { then } k=?\)

  1. 0
  2.  1
  3.  2
  4. -2

Answer:  3. 2

Question 37. \(\text { The solution set of the equation }\left|\begin{array}{lll}
x & 3 & 7 \\
2 & x & 2 \\
7 & 6 & x
\end{array}\right|=0 \text { is }\)

  1. {2,-3,7}
  2.  {2,7,-9}
  3. {-2,3,-7}
  4.  None of these

Answer: 2. {2,7,-9}

Apply C1 → C1  −C3 and take (x-7) common from C1

Question 38. The solution set of the equation \(\left|\begin{array}{ccc}
x-2 & 2 x-3 & 3 x-4 \\
x-4 & 2 x-9 & 3 x-16 \\
x-8 & 2 x-27 & 3 x-64
\end{array}\right|\) is

  1.  {4}
  2.  {2,4}
  3.  {2,8}
  4.  {4,8}

Answer: 1. {4}

Apply C2 → C2 – 2C1 and C3→ C3– 3C1

Then, apply R2 → R2− R1 and R3→ R3− R1

Question 39. The solution set of the equation \(\left|\begin{array}{lll}
a+x & a-x & a-x \\
a-x & a+x & a-x \\
a-x & a-x & a+x
\end{array}\right|=0 \text { is }\) = 0 is

  1. {1,0}
  2.  {3a,0}
  3.  {a,3a}
  4.  None of these

Answer: 2. {3a,0}

Apply C1 → (C1 + C2+ C3) and take (3a- x) common from C1

Question 40. The solution set of the equation \(\left|\begin{array}{rrr}
5 & 3 & -1 \\
-7 & x & 2 \\
9 & 6 & -2
\end{array}\right|=\) =0 is

  1.  {0}
  2.  {6}
  3.  {-6}
  4.  {0,9}

Answer: 3. {-6}

Question 41. The solution set of the equation \(\left|\begin{array}{ccc}
3 x-8 & 3 & 3 \\
3 & 3 x-8 & 3 \\
3 & 3 & 3 x-8
\end{array}\right|\) = 0 is

  1.  \(\left\{\frac{2}{3}, \frac{8}{3}\right\}\)
  2.  \(\left\{\frac{2}{3}, \frac{11}{3}\right\}\)
  3.  \(\left\{\frac{3}{2}, \frac{8}{3}\right\}\)
  4. None of these

Answer: 2. \(\left\{\frac{2}{3}, \frac{11}{3}\right\}\)

Question 42. The vertices of a A ABC are A(-2, 4), B(2, -6) and C(5, 4). The area of Δ ABC is

  1.  17.5 sq units
  2.  35 sq units
  3. 32 sq units
  4. 28 squats

Answer: 2. 35 sq units

⇒ \(\Delta=\frac{1}{2}\left|\begin{array}{rrr}
-2 & 4 & 1 \\
2 & -6 & 1 \\
5 & 4 & 1
\end{array}\right|=\frac{1}{2}\left|\begin{array}{rrr}
-2 & 4 & 1 \\
4 & -10 & 0 \\
7 & 0 & 0
\end{array}\right|\)

= 35 sq units

Question 43. If the points A(3, -2), B(k, 2) and C(8, 8) are collinear, then the value of k is

  1. 2
  2.  -3
  3. 5
  4. -4

Answer: 3. 5

⇒ \(\text { If } \Delta=\left|\begin{array}{rrr}
3 & -2 & 1 \\
k & 2 & 1 \\
8 & 8 & 1
\end{array}\right| \text {, then we must have } \Delta=0 \text {. }\)

WBCHSE Solutions For Class 12 Maths Relations And Functions

Relations And Functions

Relations And Functions Exercise 1A Review Of Facts And Formulae

1. A relation R in a set A is a subset of A x A

If (a, b) ∈ R, then a R b.

If (a, b) ∉ R, then a is not related to b.

Domain (R) = {a: (a, b) ∈ R] and Range (R) = {b: (a, b) ∈ R}.

2. Let R be a relation on a non-empty set A. Then, R is said to be:

1. Reflexive, if (a, a) ∈ R for each a ∈ A

i.e., if a R a for each a ∈ R.

2. Symmetric, if (a, b) ∈ R ⇒ (b, a) ∈ R

i.e., a R b ⇒ b Ra

3. Transitive, if (a, b) e R and (b, c)e R ⇒ (a, c) ∈ R

Read and Learn More WBCHSE Solutions For Class 12 Maths

i.e., a R b, b R c ⇒  a R c.

3. A relation R on a set A is said to be an equivalence relation if it is reflexive, symmetric, and transitive.

4. Equivalence class, determined by an element a is defined as a

⇒ [a] = [b ∈ A : (a, b) ∈ R}

Relations And Functions Exercise 1A Multiple Choice Questions

Question 1. Let A = {1, 2, 3} and let R = {(1, 1), (2, 2), (3, 3), (1, 3), (3, 2), (1, 2)}. Then, R is

  1. Reflexive and symmetric but not transitive
  2. Reflexive and transitive but not symmetric
  3. Symmetric and transitive but not reflexive
  4. An equivalence relation

Answer: 2. Reflexive and transitive but not symmetric

R is reflexive and transitive but not symmetric

 

Question 2. Let A = {a, b, c} and let R= {(a, a), (a, b), (b, a)}. Then, Ris

  1. Reflexive and symmetric but not transitive
  2. Reflexive and transitive but not symmetric
  3. Symmetric and transitive but not reflexive
  4. An equivalence relation

Answer: 3. Symmetric and transitive but not reflexive

R is symmetric and transitive but not reflexive

Question 3. Let A = {1,2, 3} and let R= {(1,1), (2, 2), (3, 3), (1, 2), (2, 1), (2, 3), (3, 2)}. Then, R is

  1. Reflexive and symmetric but not transitive
  2. Symmetric and transitive but not reflexive
  3. Reflexive and transitive but not symmetric
  4. An equivalence relation

Answer: 1. Reflexive and symmetric but not transitive

(1,2)∈ R and (2,3) ∈ R, But, (1,3) ∉ R So, R is not transitive.

Question 4. Let S be the set of all straight lines in a plane. Let R be a relation on S Defined by a R b ⇔ a ⊥ b. Then, R is

  1. Reflexive but neither symmetric nor transitive
  2. Symmetric but neither reflexive nor transitive
  3. Transitive but neither reflexive nor symmetric
  4. An equivalence relation

Answer: 2. Symmetric but neither reflexive nor transitive

a ⊥ b is not true. So R is not reflexive

a ⊥ b and b ⇒ b ⊥ a is always true.

Question 5. Let S be the set of all straight lines in a plane. Let R be a relation on S Defined by a R b ⇔ a || b. Then, R is

  1. Reflexive and symmetric but not transitive
  2. Reflexive and transitive but not symmetric
  3. Symmetric and transitive but not reflexive
  4. An equivalence relation

Answer: 4. An equivalence relation

Question 6. Let Z be the set of all integers and let R be a relation on Z defined by a R b o (a-b) is divisible by 3. Then, R is

  1. Reflexive and symmetric but not transitive
  2. Reflexive and transitive but not symmetric
  3. Symmetric and transitive but not reflexive
  4. An equivalence relation

Answer: 4. An equivalence relation

Question 7. Let R be a relation on the set N of all natural numbers, defined by a R b ⇔  a is a factor of b. Then, R is

  1. Reflexive and symmetric but not transitive
  2. Reflexive and transitive but not symmetric
  3. Symmetric and transitive but not reflexive
  4. An equivalence relation

Answer: 2. Reflexive and transitive but not symmetric

Question 8. Let Z be the set of all integers and let R be a relation on Z defined by a R b ⇔  a>b. Then, R is

  1. Symmetric and transitive but not reflexive
  2. Reflexive and symmetric but not transitive
  3. Reflexive and transitive but not symmetric
  4. An equivalence relation

Answer: 3. Reflexive and transitive but not symmetric

Question 9. Let S be the set of all real numbers and let R be a relation on S defined by a R b ⇔ IaI ≤  b. Then, R is

  1. Reflexive but neither symmetric nor transitive
  2. Symmetric but neither reflexive nor transitive
  3. Transitive but neither reflexive nor symmetric
  4. None of these

Answer: 3. Transitive but neither reflexive nor symmetric

⇒  I-3I ≤ -3 is not true. So, R is not reflexive.

⇒ I-1I ≤ 1 ⇒ (-1) R1. But I-1I ≤ 1 is not true.

∴ R is not symmetric

3. a R b, b R c ⇒ IaI ≤  b and IbI ≤  c ⇒ IaI ≤  c.

Question 10. Let S be the set of all real numbers and let R be a relation on S, defined by a R b ⇔ Ia-bI ≤ 1. Then, R is

  1. Reflexive and symmetric but not transitive
  2. Reflexive and transitive but not symmetric
  3. Symmetric and transitive but not reflexive
  4. An equivalence relation

Answer: 1. Reflexive and symmetric but not transitive

⇒  Ia- aI = 0 ≤ 1 is always true.

⇒  a R b ⇒ Ia- b I≤1 ⇒ I-(a-b)I<1 ⇒ Ib-aI <1 ⇒  b R a.

⇒  2 R 1 and 1 R \(\frac{1}{2}\).

But, 2 is not related to \(\frac{1}{2}\).  So, R is not transitive.

Question 11. Let S be the set of all real numbers and let R be a relation on S, defined by a R b ⇔(1 + ab) > 0. Then, R is

  1. Reflexive and symmetric but not transitive
  2. Reflexive and transitive but not symmetric
  3. Symmetric and transitive but not reflexive
  4. None of these

Answer: 1. Reflexive and symmetric but not transitive

a R a, since (1 + a2) > 0.

a R b ⇒ (1 + ab) > 0 ⇒ (1 + ba) > 0 ⇒b R a.

Let a = \(\frac{-1}{2}\), b = \(\frac{-1}{2}\) and c = R.

Then, a R b and b R c. But, a is not related to c.

Question 12. Let S be the set of all triangles in a plane and let R be a relation on S defined by Δ1S Δ2 Δ1 ≡ Δ2. Then, R is

  1. Reflexive and symmetric but not transitive
  2. Reflexive and transitive but not symmetric
  3. Symmetric and transitive but not reflexive
  4. An equivalence relation

Answer: 4. An equivalence relation

Question 13. Let S be the set of all real numbers and let R be a relation on S defined by a R b ⇔ a2 + b2 = 1. Then, R is

  1. Symmetric but neither reflexive nor transitive
  2. Reflexive but neither symmetric nor transitive
  3. Transitive but neither reflexive nor symmetric
  4. None of these

Answer: 1. Symmetric but neither reflexive nor transitive

(l2 + 12) ≠ 1. So,1 R 1 is not true.

a R b ⇒ a2+ b2 =1 ⇒ b2 + a2 =1 ⇒  b R a.

1 R 0 and 0 R 1. But,1 is not related to 1.

Question 14. Let JR be a relation on N x N, defined by (a, b) R (c, d)⇔ a+d= b+ c. Then, R is 

  1. Reflexive and symmetric but not transitive
  2. Reflexive and transitive but not symmetric
  3. Symmetric and transitive but not reflexive
  4. An equivalence relation

Answer: 4. An equivalence relation

Question 15. Let A be the set of all points in a plane and let O be the origin. Let R = {(P, Q): OP= OQ}. Then, R is

  1. Reflexive and symmetric but not transitive
  2. Reflexive and transitive but not symmetric
  3. Symmetric and transitive but not reflexive
  4. An equivalence relation

Answer: 4. An equivalence relation

Question 16. Let Q be the set of all rational numbers and * be the binary operation, defined by a * b = a + 2b, then

  1. * is commutative but not associative
  2. * is associative but not commutative
  3. * is neither commutative nor associative
  4. * is both commutative and associative

Answer: 3. * is neither commutative nor associative

Question 17. Let a * b = a + ab for all a, b ∈ Q. Then,

  1. * Is not a binary composition
  2. * Is not commutative
  3. * Is commutative but not associative
  4. * Is both commutative and associative

Answer: 2. * Is not commutative

Question 18. Let Q+ be the set of all positive rationals. Then, the operation * on Q+ defined by a * b \(=\frac{a b}{2}\) for all a, b ∈ Q+ is

  1. Commutative but not associative
  2. Associative but not commutative
  3. Neither commutative nor associative
  4. Both commutative and associative

Answer: 4. Both commutative and associative

Question 19. Let Z be the set of all integers and let a*b = a – b + ab. Then, * is

  1. Commutative but not associative
  2. Associative but not commutative
  3. Neither commutative nor associative
  4. Both commutative and associative

Answer: 3. Neither commutative nor associative

Question 20. Let Z be the set of all integers. Then, the operation * on Z defined by a*b= a + b – ab is

  1. Commutative but not associative
  2. Associative but not commutative
  3. Neither commutative nor associative
  4. Both commutative and associative

Answer: 4. Both commutative and associative

Question 21. Let Z+be the set of all positive integers. Then, the operation * on Z+ defined by a * b = ab is

  1. Commutative but not associative
  2. Associative but not commutative
  3. Neither commutative nor associative
  4. Both commutative and associative

Answer: 3. Neither commutative nor associative

Question 22. Define * on Q- {-1} by a * a+ b+ ab. Then, * on Q- {-1} is

  1. Commutative but not associative
  2. Associative but not commutative
  3. Neither commutative nor associative
  4. Both commutative and associative

Answer: 4. Both commutative and associative

Relations And Functions Exercise 1B Review Of Facts And Formulae

1. Function: Let A and B be two non-empty sets. Then, a rule / which associates to each x e A, a unique element fix) of B, is called a function from A to B, and we write, \(f\): A → B.

Dom (f) = {x ∈ A :f(x) ∈ B}, range  (f)= {f(x): x ⇒ A}.

2. Let f: A→ B. Then

⇒ f is one-one ⇔ {f(x1) =f(x2) ⇒ x1 = x2}

⇒  f is onto ⇔ range (f) = B.

3. Two functions/ and g are said to be equal if they have the same domain and f(x)=g(x) ∀ x.

4. Invertible functions: A function is said to be invertible if/is one-one and

onto.f{x) = y ⇒  f-1(y) = x.

5. Composite of two functions:

⇒ Let/: A → B and g: B→ C, then g o f: A →  C is called the composite of f and g.

⇒ Dom (g o f) = dom (f)

g o f is defined only when range (f) ⊆ dom (g)

⇒ Dom (f o g) = dom(g).

f o g is defined only when range (g) ⊆ dom (f)

Relations And Functions Exercise 1B Multiple Choice Questions

Question 1. f : N → N : f(x) = 2x is

  1. One-one and onto
  2. One-one and into
  3. Many-one and onto
  4. Many-one and into

Answer: 2. One-one and into

⇒ 2x =  3

⇒ x =  \(\frac{3}{2}\)

∴ f is into.

Question 2. f : N → N : f(x) = x2+ x+1 is

  1. One-one and onto
  2. One-one and into
  3. Many-one and onto
  4. Many-one and into

Answer: 2. One-one and into

⇒  f(x1) = f(x2)

= x21+x1 +1

= x22+x2 +1

= (x21– x22) + (x1-x2) = 0

⇒ (x1-x2)(x1+x2+1) = 0

= x1– x2= 0

=  x1 = x2.

∴ f is one-one.

f(x) =1 ⇒  x2+ x+1 =1 ⇒  x(x+ 1) = 0 ⇒ x= 0 or x=-1.

And, none of 0 and -1 is in N. So, f is into.

Question 3. f: R→ R : f(x) = x2 is

  1. One-one and onto
  2. One-one and into
  3. Many-one and onto
  4. Many-one and into

Answer: 4. Many-one and into

Question 4. f: R→ R : f(x) = x3 is

  1. One-one and onto
  2. One-one and into
  3. Many-one and onto
  4. Many-one and into

Answer: 1. Many-one and into

Question 5. f : R+→+R+: f(x) = ex is

  1. Many-one and into
  2. Many-one and onto
  3. One-one and into
  4. One-one and onto

Answer: 4. One-one and onto

⇒ f(x1) = f(x2) => ex1 = ex2

⇒ x1 = x2

∴ f is one-one.

For each x ∈ R+ ∃ log x ∈ R+ s.t. f(log x)= x.

So,/is onto.

Question 6. \(f:\left[\frac{-\pi}{2}, \frac{\pi}{2}\right] \rightarrow[-1,1]: \) f(x) = sin x is

  1. One-one and into
  2. One-one and onto
  3. Many-one and into
  4. Many-one and onto

Answer: 2. One-one and onto

Question 7. f : R → R :f(x) = cos x is

  1. One-one and into
  2. One-one and onto
  3. Many-one and into
  4. Many-one and onto

Answer: 3. Many-one and into

Cos (2π- θ) = cos θ ⇒ f is Many-one.

Range (f) = [-1, 1] ⊂ R =>  f is into.

Question 8. f : C→ R : f(z) = IzI is

  1. One-one and into
  2. One-one and onto
  3. Many-one and into
  4. Many-one and onto

Answer: 3. Many-one and into

i ≠-i. But f(i) = f(-i)=1. So, fis many-one.

-1 ∈ R having no pre-image in C. So, fis into.

Question 9. Let A = R- {3} and B =R- {1}. Then f: A → B : f(x) = \(\frac{(x-2)}{(x-3)}\) is 

  1. One-one and into
  2. One-one and onto
  3. Many-one and into
  4. Many-one and onto

Answer: 2. One-one and onto

⇒ f(x1)= f(x2)

⇒ \(\frac{\left(x_1-2\right)}{\left(x_1-3\right)}=\frac{\left(x_2-2\right)}{\left(x_3-3\right)}\)

⇒ x1= x2, So f is one one.

Let \(\frac{x-2}{x-3}\). Then, x\(=\frac{3 y-2}{y-1}\). Clearly y ≠1 and x≠3

Question 10.  Let f: N → N: f(n)=

\(\frac{1}{2}\)(n+1) when n is odd

\(\frac{n}{2}\),when n is even

  1. One-one and into
  2. One-one and onto
  3. Many-one and onto
  4. Many-one and into

Answer: 4. Many-one and into

f (1) = f(2) shows that/is many-one.

If n is odd, then (2n- 1) is odd, and f(2n- 1) =n.

If n is even, then 2n is even, and f (2n) = n.

∴ f is onto.

Question 11. Let A and B be two non-empty sets and let f: (A x B) → (B x A): f(a, b) = (b, a). Then, f is

  1. One-one and onto
  2. One-one and into
  3. Many-one and onto
  4. Many-one and into

Answer: 1. One-one and onto

Question 12. Let f: Q→ Q: f(x) = (2x + 3). Then,f-1(y) = ?

  1. (2y- 3)
  2. \(\\)
  3. \(\frac{1}{2}\)(y-3)
  4. None of these

Answer: 3. \(\frac{1}{2}\)(y-3)

y = 2x+3

x = \(\frac{1}{2}(y-3)\)

⇒ \(f^{-1}(y)=\frac{4 y}{(4-3 y)}\)

Question 13.\(\text { Let } f: R-\left\{\frac{-4}{3}\right\} \rightarrow R-\left\{\frac{4}{3}\right\}: f(x)=\frac{4 x}{(3 x+4)} \text {. Then, } f^{-1}(y)=\text { ? }\)

  1. \(\frac{4 y}{(4-3 y)}\)
  2. \(\frac{4 y}{(4+3 y)}\)
  3. \(\frac{4 y}{(3 y-4)}\)
  4. None of these

Answer: 1. \(\frac{4 y}{(4-3 y)}\)

⇒ \(y\frac{4 x}{3 x+4}\)

⇒ \(x\frac{4 y}{(4-3 y)}\)

⇒ \(f^{-1}(y)=\frac{4 y}{(4-3 y)}\)

Question 14. Let f : N→X : f(x) = 4x2 + 12x+ 15. Then f-1(y) =?

  1. \(\frac{1}{2}(\sqrt{y-4}+3)\)
  2. \(\frac{1}{2}(\sqrt{y-6}-3)\)
  3. \(\frac{1}{2}(\sqrt{y-4}+5)\)
  4. None of these

Answer: 2. \(\frac{1}{2}(\sqrt{y-6}-3)\)

y = 4x2 +12x+15

= (2x+3)2 +6

⇒ \(x\frac{1}{2}(\sqrt{y-6}-3)\)

⇒ \(f^{-1}(y)=\frac{1}{2}(\sqrt{y-6}-3)\)

Question 15. \(\text { If } f(x)=\frac{(4 x+3)}{(6 x-4)}, x \neq \frac{2}{3} ; \text { then }(f \circ f)(x)=\text { ? }\)

  1. x
  2. (2x-3)
  3. \(\frac{4 x-6}{3 x+4}\)
  4. None of these

Answer: 1. x

f(x)= \(\frac{4 x+3}{6 x-4}\) = y(say)

Then f(y)= \(\frac{4 y+3}{6 y-4}\)

= \(=\frac{4\left(\frac{4 x+3}{6 x-4}\right)+3}{6\left(\frac{4 x+3}{6 x-4}\right)-4}\)

= \(=\frac{34 x}{34}\)

= x

⇒ f[f(x)] = x ⇒ (f o f) (x) = x

Question 16. If f(x) = (x2 — 1) and g(x) = (2x + 3), then (g o f)(x) = ?

  1. (2X2+ 3)
  2. (3X2 + 2)
  3. (2x2 + 1)
  4. None of these

Answer: 3. (2x2+ 1)

(g o f )(x) = g [f(x)] = g(x2-1)

= 2(x2-1)+3 = (2x2+1)

Question 17. \(\text { If } f\left(x+\frac{1}{x}\right)=x^2+\frac{1}{x^2}, \text { then } f(x)=?\)

  1. x2
  2. x-1
  3. x-2
  4. None of these

Answer: 3. x-2

Let  \(x+\frac{1}{x}\)= z Then,

f(z) = \(f\left(x+\frac{1}{x}\right)=\left(x^2+\frac{1}{x^2}\right)=\left(x+\frac{1}{x}\right)^2-2\)= (z-2)

f(z)= (x2-2)

Question 18. \(\text { If } f(x)=\frac{1}{(1-x)^{\prime}} \text {, then }(f \circ f \circ f)(x)=\text { ? }\)

  1. \(\frac{1}{(1-3 x)}\)
  2. \(\frac{x}{(1+3 x)}\)
  3. x
  4. None of these

Answer: 3. x

(f o f)(x) = f{f(x)}

= \(f\left(\frac{1}{1-x}\right)=\frac{1}{\left(1-\frac{1}{1-x}\right)}\)

= \(\frac{1-x}{-x}=\frac{x-1}{x}\)

{f o(f o f)}(x) ={f o(f o f)(x)}]= \(=f\left(\frac{x-1}{x}\right)=\frac{1}{1-\frac{x-1}{x}}=x1/3\)

Question 19. \(\text { If } f(x)=\sqrt[3]{3-x^3}, \text { then }(f \circ f)(x)=\text { ? }\)

  1. x1/3
  2. x
  3. (1-x1/3)
  4. None of these

Answer: 2. x

(fof)(x) =f{f(x)}- {(3- x3) 1/3} = f/(y), where y= (3- x3) 1/3

= (3- y3)1/3= [3- {3- x3}]1/3= (x3)1/3= x

Question 20. If f(x) = x2– 3x + 2, then (f o f)(x) = ?

  1. x
  2. x4-6x3
  3. x4– 6x3+10x2
  4. None of these

Answer: 4. None of these

(fof)(x) =f{f(x)} =f{x2– 3x + 2) =f(y), where y= (x2– 3x+ 2)

= y2– 3y+ 2= (x2– 3x+ 2)2– 3(x2– 3x+ 2) + 2= (x4– 6x3 + 10x2– 3x).

Question 21. If f(x) = 8x3 and g(x) = x1/3, then (g o f)(x) = ?

  1. x
  2. 2x
  3. \(\frac{x}{2}\)
  4. 3×2

Answer: 2. 2x

(g of)(x) = g{f(x)] = g(8x3) = (8x3)1/3= 2x.

Question 22. If f (x) = x2, g(x) = tan x and h(x) = log x, then {ho(gof}}\(\left(\sqrt{\frac{\pi}{4}}\right)\)

  1. 0
  2. 1
  3. \(\frac{1}{x}\)
  4. \(\frac{1}{2} \log \frac{\pi}{4}\)

Answer: 1. 0

{ho(g o f)}(x) = (ho g){f(x)} = (h o g)(x2)

= h{g(x2)} = h(tan x2) = log(tan x2)

∴ \(\{h \circ(g \circ f)\} \sqrt{\frac{\pi}{4}}=\log \left(\tan \frac{\pi}{4}\right)\)

= log 1

= 0

Question 23. If/= {(1, 2), (3, 5), (4, 1)} andg= {(2, 3), (5, 1), (1, 3)}, then (g o f) = ?

  1. {(3,1), (1,3), (3, 4)}
  2. {(1,3), (3, 1), (4, 3)}
  3. {(3,1), (1,3), (3, 4)}
  4. {(2, 5), (5, 2), (1,5)}

Answer: 2. {(1,3), (3, 1), (4, 3)}

⇒ Dom (gof) = Dom (f) = {1, 3, 4}

⇒ (g o f )(l) =g{f(l)} = g(2) = 3,(g of)(3) =g{f(3)} =g(5) =1

⇒ (g o f)(4) = g[f(4)) =g(1) = 3

⇒ g o f= {(1/3), (3, 1), (4, 3)}.

Question 24. Let/(x) = \(\sqrt{9-x^2}\). Then, dom (f) =?

  1. [-3, 3]
  2. (-∞, -3]
  3. [3, ∞)
  4. (-∞, -3] u (4, ∞)

Answer: 1. [-3, 3]

f(x) is defined only when 9- x2 > 0 => x2 <9 =» -3 < x < 3.

∴ Dom (f) =  [-3, 3].

Question 25. Let f(x) \(\sqrt{\frac{x-1}{x-4}}\). Then, dom (f) = ?

  1. [1,4)
  2. [1,4]
  3. (-∞,4]
  4. (-∞,1]∪ (4,∞)

Answer: 4. (-∞,1]∪ (4,∞)

f(x) is defined when-4≠ 0 and \(\frac{x-1}{x-4}\)

⇒ x ≠ 4 and (x ≥ 4 or x<l) => (x>4 or x<l)

⇒  Dom (f) = (-∞, 1]u (4, ∞).

Question 26. Let f(x) \(f(x)=e^{\sqrt{x^2-1}}\). Then, dom (f) =?

  1. (∞-,1]
  2. [-1,∞)
  3. (1,∞)
  4. (-∞,-1](1,∞)

Answer: 3. (1,∞)

f(x) is defined only when (x2-1) > 0 and (x- 1) > 0

⇒ (x – l)(x+ 1) ≥ 0 and (x- 1) > 0 => x+1 > 0 and x-1 > 0⇒ x >1

∴ dom (f) = (1, ∞).

Question 27. Let f(x) = \(\frac{x}{\left(x^2-1\right)}\) . Then, dom (f) =?

  1. R
  2. R-1
  3. R- {-1}
  4. R- {-1,1}

Answer: 4. R- {-1,1}

f(x) is not defined when (x- 1) = 0, i.e., when (x- l)(x+ 1) = 0,

i.e., when x=1 or x= -1.

dom (f) = R—{1, -1}.

Question 28. Let f(x)= \(\). Then ,dom(f) = ?

  1. (-1,1)
  2. [-1/ 1]
  3. [-l, 1]- {0}
  4. None of these

Answer: 3. [-l, 1]- {0}

⇒ \(\frac{\sin ^{-1} x}{x}\) is defined only when x≠ 0 and x ∈ [-1,1].

∴ dom (f)= [-1,1]- {0}.

Question 29. Let f(x) = cos-12x. then, dom (f) =?

  1. [-1,1]
  2. \(\left[\frac{-1}{2}, \frac{1}{2}\right]\)
  3. \(\left[\frac{-\pi}{2}, \frac{\pi}{2}\right]\)
  4. \(\left[\frac{-\pi}{4}, \frac{\pi}{4}\right]\)

Answer: 2. \(\left[\frac{-\pi}{2}, \frac{\pi}{2}\right]\)

sin-12x is defined only when 2x ∈ [-1, 1] => x \(\left[\frac{-1}{2}, \frac{1}{2}\right]\)

Question 30. Let f(x) = Cos-1(3x-1) . Then, dom (f) =?

  1. \(\left(0, \frac{2}{3}\right)\)
  2. \(\left[0, \frac{2}{3}\right]\)
  3. \(\left[\frac{-2}{3}, \frac{2}{3}\right]\)
  4. None of these

Answer: 2. \(\left[0, \frac{2}{3}\right]\)

cos-1 (3x- 1) is defined only when (3x-1) ∈ [-1, 1]

⇒  3x ∈ [0, 2] => x ∈ \(\left[0, \frac{2}{3}\right]\)

⇒ dom(f)= \(\left[0, \frac{2}{3}\right]\)

Question 31. Let f(x)= \(\sqrt{\cos x}\). Then, dom (f) = ?

  1. \(\left[0, \frac{\pi}{2}\right]\)
  2. \(\left[\frac{3 \pi}{2}, 2 \pi\right]\)
  3. \(\left[0, \frac{\pi}{2}\right] \cup\left[\frac{3 \pi}{2}, 2 \pi\right]\)
  4. None of These

Answer: 3. \(\left[0, \frac{\pi}{2}\right] \cup\left[\frac{3 \pi}{2}, 2 \pi\right]\)

f(x) is defined only when cos x > 0.

⇒ x liesin 1st or 4th quadrant.

⇒  \(=\left[0, \frac{\pi}{2}\right] \cup\left[\frac{3 \pi}{2}, 2 \pi\right]\)

Question 32. Let f(x) = \(\sqrt{\log \left(2 x-x^2\right)}\). then, dom (f) = ?

  1. (0,2)
  2. [1,2]
  3. (-,1)
  4. None of these

Answer: 4. None of these

f (x) is defined only when log (2x- x2) > 0

⇒  (2x- x2) >1 => (1 + x2– 2x) < 0

⇒  (1- x)2 < 0

⇒  (1- x) = 0

⇒   x=1.

⇒ dom (f) = {1}.

Question 33. Let f(x) = x2. Then, dom (/) and range (/) are respectively

  1. R and R
  2. R+ and R+
  3. R and R+
  4. R and R- {0}

Answer: 3. R and R+

f(x) = x2 is clearly defined for each x ∈ R.

So, dom (f)=R. y= x2 x=± \(x= \pm \sqrt{ } y .\)

When y < 0, there is no real value of x. So, y ≥ 0.

∴Range (f) = R.

Question 34. Let f(x) = x3. Then, dom (f) and range (f) are respectively.

  1. R and R
  2. R+ and R+
  3. R and R+
  4. R+ and R

Answer: 1. R and R

f (x) = x3 is defined for each x ∈ R.

So, dom (f)=R.

For each y∈ R,y1/3 ∈ R and so x= is real.

∴ range (f) =R.

Question 35. Let f(x)= \(\log (1-x)+\sqrt{x^2-1}\).Then ,dom(f) = ?

  1. (1,∞)
  2. (-∞,-1)
  3. [-1,1]
  4. (0,1)

Answer: 2. (-∞,-1)

Let f (x) = g{x) + h(x), where g(x) = log (1- x) and h(x) = \(\sqrt{x^2-1}\)

g(x) is defined only whenl-x>0 => x<l.So, dom (g) = (∞, 1)

h(x) is defined only when x2-1 > 0 => x >1 or x <-1

∴ dom (h) = (-∞, -1]∪[1, ∞)

∴ dom (f) = dom (g)∩ dom(h) = (-∞, -1].

Question 36. Let \(=\frac{1}{\left(1-x^2\right)}\). Then ,range(f)= ?

  1. [-∞,1)
  2. [1,∞)
  3. [-1,1]
  4. None of these

Answer: 2. [0,1)

y =  \(\frac{1}{\left(1-x^2\right)}\)

x = \(\sqrt{1-\frac{1}{y}}\)

Clearly, x is not defined when y = 0 or 1\(-\frac{1}{y}\) < 0, i.e., y = 0 or y < 1.

∴ range (f) = [1, ∞).

Question 37. Let f(x)\(=\frac{x^2}{\left(1+x^2\right)}\)

  1. [1,∞]
  2. [0,1)
  3. [-1,1]
  4. (0,1)

Answer: 2. [0,1)

y = \(\frac{x^2}{\left(1+x^2\right)} \Rightarrow x=\sqrt{\frac{y}{1-y}}\)

Clearly, x is defined only when \(\frac{y}{(1-y)}\) and(1-y)≠ 0, i.e., when 0 ≤ y ≤ 1.

So, range (f) = [0, 1).

Question 38. The range of f(x) = \(x+\frac{1}{x}\) is

  1. [-2,2]
  2. [2,∞)
  3. (-∞,-2)
  4. None of these

Answer: 4. None of these

y\(=\frac{x^2+1}{x}\)

⇒ x2– xy + 1= 0

x= \(\frac{y \pm \sqrt{y^2-4}}{2}\)

Question 39. The range of f(x) = ax, Where a> 0 is

  1. ]-∞,0]
  2. ]∞-,0)
  3. [0,∞)
  4. (0,∞)

Answer: 4. (0,∞)

Clearly, ax> 0 whatever may be the value of x.

∴ Range (f) = (0, ∞)

Relations And Functions Exercise 1C Results At A Glance

1. sin-1x = θ => x = sin θ

cos-1x = θ => x = cos θ

tan-1x = θ =» x = tan θ

2. Domain and range of inverse functions

Class-12-Maths Relations And Functions Result At A Glance Domain And Range Of Inverse Functions

 

3. sin (sin-1x) = x, if-1 ≤ x ≤ 1

cos (cos-1x) = x, if-1 ≤ x ≤ 1

tan (tan-1x) = x, if ∞ < x < ∞

4.

sin-1(sin x) = x, if x ∈ \(\left[\frac{-\pi}{2}, \frac{\pi}{2}\right]\)

cos -1(cos x) = x, if x ∈ [0, π]

tan-1(tan x) = x, if x ∈ \(\left[\frac{-\pi}{2}, \frac{\pi}{2}\right]\)

5.

sin-1x = cosec-1\(\left(\frac{1}{x}\right)\) , x≠0

cos-1x = sec-1\(\left(\frac{1}{x}\right)\) , x≠0

tan-1x= cot-1\(\left(\frac{1}{x}\right)\) , x≠0

cosec-1x= sin-1 \(\left(\frac{1}{x}\right)\),(x ≤ -1 or x ≥ 1)

sec-1x= cos-1\(\left(\frac{1}{x}\right)\), when (x ≤1 or x ≥ 1)

cot-1x = tan-1\(\left(\frac{1}{x}\right)\), when x > 0

6. sin-1(-x) = -sin-1x

cos-1(-x) = 7i- cos-1x

tan-1(-x) = -tan-1x

cot-1(-x) =n- cot-1x

sec-1(-x) =n- sec-1x

cosec-1(-x) = -cosec-1x

7. sin-1-x + cos-1-x =\(\frac{\pi}{2}\) -1 ≤ x ≤1

tan-1-x + cot-1-x = \(\frac{\pi}{2}\) , x ≠ 0

sec -1x + cosec -1x = \(\frac{\pi}{2}\),  (x ≤ -1 or x ≥ 1)

8.

1. For 0 <x< 1, we have

sin-1-x=  \(\cos ^{-1} \sqrt{1-x^2}\)

= \(\tan ^{-1} \frac{x}{\sqrt{1-x^2}}=\cot ^{-1} \frac{\sqrt{1-x^2}}{x}\)

= \(\sec ^{-1} \frac{1}{\sqrt{1-x^2}}\)

= cosec-1 \(\frac{1}{x}\)

2. Cos-1-x= \(\sin ^{-1} \sqrt{1-x^2}\)

= \(\tan ^{-1} \frac{\sqrt{1-x^2}}{x}\)

= \(\cot ^{-1} \frac{x}{\sqrt{1-x^2}}\)

= \(\sec ^{-1} \frac{1}{x}\)

= cosec-1 \(\frac{1}{\sqrt{1-x^2}}\)

3. For x>0, We Have

tan-1x= \(\sin ^{-1} \frac{x}{\sqrt{1+x^2}}\)

= \(\cos ^{-1} \frac{1}{\sqrt{1+x^2}}=\cot ^{-1} \frac{1}{x}\)

= \(\sec ^{-1} \sqrt{1+x^2}\)

= cosec-1 \(\frac{\sqrt{1+x^2}}{x}\)

9. 

2sin-1x = sin-1(\(2 x \sqrt{1-x^2}\)) = cos-1 (1- 2x2)

2cos-1x = cos-1(2x2– 1) = sin -1\(\left(2 x \sqrt{1-x^2}\right.\))

2tan-1x= tan-1\(\left(\frac{2 x}{1-x^2}\right)\)  = cos-1\(\left(\frac{1-x^2}{1+x^2}\right)\)

10.

3sin-1x = sin-1(3x- 4x3)

3cos-1x = cos-1(4x3– 3x)

3tan-1x = tan-1\(\left(\frac{3 x-x^3}{1-3 x^2}\right)\)

11.

When x > 0, y > 0 and xy < 1, we have

tan-1x + tan y-1 =  tan-1\(\left(\frac{x+y}{1-x y}\right)\)

When x > 0, y > 0 and xy > 1, we have

tan-1x + tan y-1 = π + tan-1\(\left(\frac{x+y}{1-x y}\right)\)

12.

sin1x + sin1y = sin1(\(x \sqrt{1-y^2}+y \sqrt{1-x^2}\))

sin1x – sin1y = sin1(\(x \sqrt{1-y^2}-y \sqrt{1-x^2}\))

cos1x + cos1y= cos1(\(x y-\sqrt{1-x^2} \cdot \sqrt{1-y^2}\))

cos1x – cos1y = cos1(\(x y+\sqrt{1-x^2} \cdot \sqrt{1-y^2}\))

cot 1x+ cot 1x= cot1\(\left(\frac{x y-1}{x+y}\right)\)

cot 1x- cot 1y = cot1\(\left(\frac{x y+1}{x-y}\right)\)

Relations And Functions Exercise 1C Multiple Choice Questions

Question 1. The principal value of \(\cos ^{-1}\left(\frac{\sqrt{3}}{2}\right)\)

  1. \(\frac{\pi}{6}\frac{\pi}{6}\)
  2. \(\frac{5 \pi}{6}\)
  3. \(\frac{7 \pi}{6}\)
  4. None of these

Answer: 1. \(\frac{\pi}{6}\frac{\pi}{6}\)

1. Let cos-1\(\left(\frac{\sqrt{3}}{2}\right)\), where x ∈ [0, π].

Then, cos x=\(\frac{\sqrt{3}}{2}\)= cos\(\frac{\pi}{6}\)

⇒  x= \(\frac{\pi}{6}\)

Question 2. The principal value of cosec-1(2) is

  1. \(\frac{\pi}{3}\)
  2. \(\frac{\pi}{6}\)
  3. \(\frac{2 \pi}{3}\)
  4. \(\frac{5 \pi}{6}\)

Answer: 2. \(\frac{\pi}{6}\)

Let cosec-1(2) = x, where x ∈ \(\left[\frac{-\pi}{2}, \frac{\pi}{2}\right]\)-{0}

Then, cosec x= 2cosec \(\frac{\pi}{6}\)

⇒ x= \(\frac{\pi}{6}\)

Question 3. The principal value of \(\cos ^{-1}\left(\frac{-1}{\sqrt{2}}\right)\)

  1. \(\frac{-\pi}{4}\)
  2. \(\frac{\pi}{4}\)
  3. \(\frac{3 \pi}{4}\)
  4. \(\frac{5 \pi}{4}\)

Answer: 3. \(\frac{3 \pi}{4}\)

Let cos-1 \(\left(\frac{-1}{\sqrt{2}}\right)\) = x, where x∈ [0,π]

Then,cos x = \(\frac{-1}{\sqrt{2}}\)

=  \(-\cos \frac{\pi}{4}=\cos \left(\pi-\frac{\pi}{4}\right)\)

= \(\cos \frac{3 \pi}{4} \Rightarrow x=\frac{3 \pi}{4}\)

Question 4. The principal value of \(\sin ^{-1}\left(\frac{-1}{2}\right)\) is

  1. \(\frac{-\pi}{6}\)
  2. \(\frac{5 \pi}{6}\)
  3. \(\frac{7 \pi}{6}\)
  4. None of these

Answer: 1. \(\frac{-\pi}{6}\)

Let sin-1 \(\left(\frac{-1}{2}\right)\) = x where x∈\(\left[\frac{-\pi}{2}, \frac{\pi}{2}\right]\)

Then, sin x  = \(\frac1{-1}{2}\)

= \(-\sin \frac{\pi}{6}=\sin \left(\frac{-\pi}{6}\right)\)

⇒ x= \(frac{-\pi}{6}\)

Question 5. The principal value of \(\cos ^{-1}\left(\frac{-1}{2}\right)\) is

  1. \(\frac{-\pi}{3}\)
  2. \(\frac{2 \pi}{3}\)
  3. \(\frac{4 \pi}{3}\)
  4. \(\frac{\pi}{3}\)

Answer: 2. \(\frac{2 \pi}{3}\)

Let cos-1 \(\frac{-1}{2}\) = x where x∈[0,π]

Then, cos x  = \(\frac{-1}{2}\)

= \(-\cos \frac{\pi}{3}\)

= \(\cos \left(\pi-\frac{\pi}{3}\right)=\cos \frac{2 \pi}{3}\)

x = \(\frac{2 \pi}{3}\)

Question 6. The principal value of tan \(\tan ^{-1}(-\sqrt{3})\)

  1. \(\frac{2 \pi}{3}\)
  2. \(\frac{4 \pi}{3}\)
  3. \(\frac{-\pi}{3}\)
  4. None of these

Answer: 3. \(\frac{-\pi}{3}\)

Let tan-1\(-\sqrt{3}\)= x, where x ∈\(\left(\frac{-\pi}{2},\frac{\pi}{2}\right)\)

Then, tan x= \(-\sqrt{3}\)

= \(-\tan \frac{\pi}{3}=\tan \left(\frac{-\pi}{3}\right)\)

⇒ \(x=\frac{-\pi}{3}\)

Question 7. The principal value of cot-1(-1) is

  1. \(\frac{-\pi}{4}\)
  2. \(\frac{\pi}{4}\)
  3. \(\frac{5 \pi}{4}\)
  4. \(\frac{3 \pi}{4}\)

Answer: 4. \(\frac{3 \pi}{4}\)

Let co-1(-1) = x, where x ∈ [0, π].

Then, cot x=-1

= \(-\cot \frac{\pi}{4}=\cot \left(\pi-\frac{\pi}{4}\right)\)

= \(\cot \frac{3 \pi}{4}\)

⇒ x= \(\frac{-\pi}{3}\)

WBCHSE Solutions For Class 12 Maths Relations And Functions

Question 9. The principal value of cosec-1 \((-\sqrt{2})\) is

  1. \(\frac{-\pi}{4}\)
  2. \(\frac{3 \pi}{4}\)
  3. \(\frac{5 \pi}{4}\)
  4. None of these

Answer: 1. \(\frac{-\pi}{4}\)

Let cosec\((-\sqrt{2})\)= x, where x ∈\(\left[\frac{-\pi}{2}, \frac{\pi}{2}\right]\)– {0}

Then , cosec x \(-\sqrt{2}\)

= cosec \(\frac{-\pi}{4}\)

= cosec \(\frac{-\pi}{4}\)

x = \(\frac{-\pi}{4}\)

Question 10. The principal value of \(\cot ^{-1}(-\sqrt{3})\)

  1. \(\frac{-\pi}{6}\)
  2. \(\frac{-\pi}{6}\)
  3. \(\frac{7 \pi}{6}\)
  4. \(\frac{5 \pi}{6}\)

Answer: 4. \(\frac{5 \pi}{6}\)

Let cot\((-\sqrt{3})\)= x, where x [0,π]

Then , cot x \(-\sqrt{3}\)

= -cot \(\frac{\pi}{6}\)

\(=\cot \left(\pi-\frac{\pi}{6}\right)=\cot \frac{5 \pi}{6}\)

x= \(\frac{5 \pi}{6}\)

Question 11. The value of \(\sin ^{-1}\left(\sin \frac{2 \pi}{3}\right)\)

  1. \(\frac{2 \pi}{3}\)
  2. \(\frac{5 \pi}{3}\)
  3. \(\frac{\pi}{3}\)
  4. None of these

Answer: 3. \(\frac{\pi}{3}\)

Let sin-1\(\left(\sin \frac{2 \pi}{3}\right)\) = x , where x ∈ \(\left[\frac{-\pi}{2}, \frac{\pi}{2}\right]\)

Then,sin x = \(\sin \frac{2 \pi}{3}=\sin \left(\pi-\frac{\pi}{3}\right)=\sin \frac{\pi}{3}\)

x= \(\frac{\pi}{3}\)

Question 12. The value of \(\cos ^{-1}\left(\cos \frac{13 \pi}{6}\right)\)

  1. \(\frac{13 \pi}{6}\)
  2. \(\frac{7 \pi}{6}\)
  3. \(\frac{5 \pi}{6}\)
  4. \(\frac{\pi}{6}\)

Answer: 4. \(\frac{\pi}{6}\)

Let cos \(\left(\cos \frac{13 \pi}{6}\right)\)= x, where x [0,]

Then,cos x = \(\cos \frac{13 \pi}{6}=\cos \left(2 \pi+\frac{\pi}{6}\right)\)

x= \(\frac{\pi}{6}\)

Question 13. The value of \(\tan ^{-1}\left(\tan \frac{7 \pi}{6}\right)\)

  1. \(\frac{7 \pi}{6}\)
  2. \(\frac{5 \pi}{6}\)
  3. \(\frac{\pi}{6}\)
  4. None of these

Answer: 3. \(\frac{\pi}{6}\)

Let tan-1\(\left(\tan \frac{7 \pi}{6}\right)\) = x,where x ∈ \(\left(\frac{-\pi}{2}, \frac{\pi}{2}\right)\)

Then, tan x = tan \(\left(\tan \frac{7 \pi}{6}\right)\)

= tan \(\left(\pi+\frac{\pi}{6}\right)=\tan \frac{\pi}{6}\)

x=  \(\frac{\pi}{6}\)

Question 14. The value of \(\cot ^{-1}\left(\cot \frac{5 \pi}{4}\right)\)

  1. \(\frac{\pi}{4}\)
  2. \(\frac{-\pi}{4}\)
  3. \(\frac{3 \pi}{4}\)
  4. None of these

Answer: 1. \(\frac{\pi}{4}\)

Let cos-1\(\left(\cot \frac{5 \pi}{4}\right)\) = x, where x [0,π]

Then ,cot x = cot \(\frac{5 \pi}{4}\)

= \(\cot \frac{5 \pi}{4}=\cot \left(\pi+\frac{\pi}{4}\right)\)

x\(=\frac{\pi}{4}\)

Question 15. The value of \(\sec ^{-1}\left(\sec \frac{8 \pi}{5}\right)\)

  1. \(\frac{2 \pi}{5}\)
  2. \(\frac{3 \pi}{5}\)
  3. \(\frac{8 \pi}{5}\)
  4. None of these

Answer: 1. \(\frac{2 \pi}{5}\)

Let sec-1\(\left(\sec \frac{8 \pi}{5}\right)\)= x where x∈[0,π]- \(\left\{\frac{\pi}{2}\right\}\)

Then, sec x \(\frac{8 \pi}{5}\)

= sec \(\sec \left(2 \pi-\frac{2 \pi}{5}\right)=\sec \frac{2 \pi}{5}\)

x = \(\frac{2 \pi}{5}\)

Question 16. The value of cosec-1 (cosec\(\frac{4 \pi}{3}\)) is

  1. \(\frac{\pi}{3}\)
  2. \(\frac{-\pi}{3}\)
  3. \(\frac{2 \pi}{3}\)
  4. None of these

Answer: 2. \(\frac{-\pi}{3}\)

Let cosec-1 \(\frac{4 \pi}{3}\)= x where x ∈ \(\left[\frac{-\pi}{2}, \frac{\pi}{2}\right]-\{0\}\)

Then,cosec x= cosec \(\frac{4 \pi}{3}\)

= cosec\(\left(\pi+\frac{\pi}{3}\right)\)

=- cosec \(\frac{\pi}{3}\)

=cosec \(\frac{-\pi}{3}\)

x =\(\frac{-\pi}{3}\)

Question 17. The value of \(\tan ^{-1}\left(\tan \frac{3 \pi}{4}\right)\)

  1. \(\frac{3 \pi}{4}\)
  2. \(\frac{\pi}{4}\)
  3. \(\frac{-\pi}{4}\)
  4. None of these

Answer: 3. \(\frac{-\pi}{4}\)

Let tan-1\(\left(\tan \frac{3 \pi}{4}\right)\)= x, where x ∈ \(\left(\frac{-\pi}{2}, \frac{\pi}{2}\right)\)

Then,tan x= \(\tan \frac{3 \pi}{4}\)

= tan\(\left(\pi-\frac{\pi}{4}\right)=\tan \left(\frac{-\pi}{4}\right)\)

x = \(\frac{-\pi}{4}\)

Question 18. \(\frac{\pi}{3}-\sin ^{-1}\left(\frac{-1}{2}\right)\)

  1. 0
  2. \(\frac{2 \pi}{3}\)
  3. \(\frac{\pi}{2}\)
  4. π

Answer: 3. \(\frac{\pi}{2}\)

Let ,sin-1 x= \(\left(\frac{-1}{2}\right)\)= x, where x ∈ \(\left[\frac{-\pi}{2}, \frac{\pi}{2}\right]\)

Then , sin x = \(-\frac{1}{2}\)

-sin = \(\frac{\pi}{6}=\sin \left(\frac{-\pi}{6}\right)\)

x= \(\frac{-\pi}{6}\)

Given example = \(\frac{\pi}{3}-\left(\frac{-\pi}{6}\right)=\left(\frac{\pi}{3}+\frac{\pi}{6}\right)\) Question

= \(\frac{3 \pi}{6}=\frac{\pi}{2}\)

Question 19. If x ≠ 0, then cos (tan-1x+ cot-1x)

  1. -1
  2. 1
  3. 0
  4. None of these

Answer: 3. 0

⇒ \(\cos \left(\tan ^{-1}+\cot ^{-1} x\right)\)

= \(\cos \frac{\pi}{2}\)

= 0

Question 20. The value of sin \(\sin \left(\cos ^{-1} \frac{3}{5}\right)\)

  1. \(\frac{2}{5}\)
  2. \(\frac{4}{5}\)
  3. \(\frac{-2}{5}\)
  4. None of these

Answer: 2. \(\frac{4}{5}\)

cos-1 x \(=\sin ^{-1} \sqrt{1-x^2}\)

= \(\cos ^{-1} \frac{3}{5}=\sin ^{-1} \sqrt{1-\frac{9}{25}}\)

= \(\sin ^{-1} \frac{4}{5}\)

∴  \(\sin \left(\cos ^{-1} \frac{3}{5}\right)=\sin \left(\sin ^{-1} \frac{4}{5}\right)=\frac{4}{5}\)

Question 21. \(\cos ^{-1}\left(\cos \frac{2 \pi}{3}\right)+\sin ^{-1}\left(\sin \frac{2 \pi}{3}\right)\)

  1. \(\frac{4 \pi}{3}\)
  2. \(\frac{\pi}{2}\)
  3. \(\frac{3 \pi}{4}\)
  4. π

Answer: 4. \(\frac{3 \pi}{4}\)

cos-1 \(\left(\cos \frac{2 \pi}{3}\right)=\sin ^{-1}\left(\sin \frac{2 \pi}{3}\right)\)

= \(=\cos ^{-1}\left\{\cos \left(\pi-\frac{\pi}{3}\right)\right\}+\sin ^{-1}\left\{\sin \left(\pi-\frac{\pi}{3}\right)\right\}\)

= \(\cos ^{-1}\left(-\cos \frac{\pi}{3}\right)+\sin ^{-1}\left\{\sin \frac{\pi}{3}\right\}=\cos ^{-1}\left(\frac{-1}{2}\right)+\frac{\pi}{3}\)

= \(\left(\frac{2 \pi}{3}+\frac{\pi}{3}\right)=\pi\)

Question 22. \(\tan ^{-1}(\sqrt{3})-\sec ^{-1}(-2)\)

  1. \(\frac{\pi}{3}\)\(\frac{-\pi}{3}\)
  2. \(\frac{5 \pi}{3}\)
  3. None of these

Answer: 2. \(\frac{-\pi}{3}\)

⇒ \(\tan ^{-1} \sqrt{3}-\sec ^{-1}(-2)\)

= \(\tan ^{-1} \sqrt{3}-\left(\pi-\sec ^{-1} 2\right)\)

= \(\frac{\pi}{3}-\pi+\frac{\pi}{3}=\frac{-\pi}{3}\)

Question 23. \(\cos ^{-1} \frac{1}{2}+2 \sin ^{-1} \frac{1}{2}\)

  1. \(\frac{2 \pi}{3}\)
  2. \(\frac{3 \pi}{2}\)
  3. None of these

Answer: 1. \(\frac{2 \pi}{3}\)

= \(\cos ^{-1} \frac{1}{2}+2 \sin ^{-1} \frac{1}{2}\)

= \(\frac{\pi}{3}+\left(2 \times \frac{\pi}{6}\right)=\left(\frac{\pi}{3}+\frac{\pi}{3}\right)\)

= \(\frac{2 \pi}{3}\)

Question 24. \(\tan ^{-1} 1+\cos ^{-1}\left(\frac{-1}{2}\right)+\sin ^{-1}\left(\frac{-1}{2}\right)\)

  1. π
  2. \(\frac{2 \pi}{3}\frac{2 \pi}{3}\)
  3. \(\frac{3 \pi}{4}\)
  4. \(\frac{\pi}{2}\)

Answer: 3. \(\frac{3 \pi}{4}\)

⇒ \(\tan ^{-1} 1+\cos ^{-1}\left(\frac{-1}{2}\right)+\sin ^{-1}\left(\frac{-1}{2}\right)\)

= \(\frac{\pi}{4}+\left(\pi-\cos ^{-1} \frac{1}{2}\right)-\sin ^{-1} \frac{1}{2}\)

= \(\left(\frac{\pi}{4}+\pi-\frac{\pi}{3}-\frac{\pi}{6}\right)\)

= \(\frac{3 \pi}{4}\)

Question 25. tan[2 tan-1\(\frac{1}{5}-\frac{\pi}{4}\)]= ?

  1. \(\frac{7}{17}\)
  2. \(\frac{-7}{17}\)
  3. \(\frac{7}{12}\)
  4. \(\frac{-7}{12}\)

Answer: 2. \(\frac{-7}{17}\)

Let 2\(\tan ^{-1} \frac{1}{5}=\theta\) .

Then \(\tan ^{-1} \frac{1}{5}=\frac{1}{2} \theta \Rightarrow \tan \frac{1}{2} \theta=\frac{1}{5}\)

∴ \(\tan \theta=\frac{2 \tan \frac{1}{2} \theta}{1-\tan ^2 \frac{1}{2} \theta}=\frac{\left(2 \times \frac{1}{5}\right)}{\left(1-\frac{1}{25}\right)}\)

= \(\left(\frac{2}{5} \times \frac{25}{24}\right)=\frac{5}{12}\)

∴ \(\tan \left[2 \tan ^{-1} \frac{1}{5}-\frac{\pi}{4}\right]=\tan \left(\theta-\frac{\pi}{4}\right)=\frac{\tan \theta-\tan \frac{\pi}{4}}{1+\tan \theta \cdot \tan \frac{\pi}{4}}\)

= \(\frac{\left(\frac{5}{12}-1\right)}{\left(1+\frac{5}{12} \times 1\right)}=\frac{\left(\frac{-7}{12}\right)}{\left(\frac{17}{12}\right)}=\frac{-7}{17}\)

Question 26. \(\tan \frac{1}{2}\left(\cos ^{-1} \frac{\sqrt{5}}{3}\right)\)= ?

  1. \(\frac{(3-\sqrt{5})}{2}\)
  2. \(\frac{(3+\sqrt{5})}{2}\)
  3. \(\frac{(5-\sqrt{3})}{2}\)
  4. \(\frac{(5+\sqrt{3})}{2}\)

Answer: 1. \(\frac{(3+\sqrt{5})}{2}\)

Let \(\cos ^{-1} \frac{\sqrt{5}}{3}=\theta\).Then,cos \(\cos \theta=\frac{\sqrt{5}}{3}\)

⇒ \(\tan \frac{1}{2}\left(\cos ^{-1} \frac{\sqrt{5}}{3}\right)=\tan \frac{1}{2} \theta=\frac{\sin (\theta / 2)}{\cos (\theta / 2)}\)

⇒ \(\sqrt{\frac{1-\cos \theta}{1+\cos \theta}}=\left\{\frac{\left(1-\frac{\sqrt{5}}{3}\right)}{\left(1+\frac{\sqrt{5}}{3}\right)}\right\}^{1 / 2}\)

= \(\left(\frac{3-\sqrt{5}}{3+\sqrt{5}}\right)^{1 / 2}=\left\{3-\frac{\sqrt{5}}{3+\sqrt{5}} \times \frac{3-\sqrt{5}}{3+\sqrt{5}}\right\}^{1 / 2}\)

= \(\frac{(3-\sqrt{5})}{2}\)

Question 27. \(\sin \left(\cos ^{-1} \frac{3}{5}\right)\)

  1. \(\frac{3}{4}\)
  2. \(\frac{4}{5}\)
  3. \(\frac{3}{5}\)
  4. None of these

Answer: 2. \(\frac{4}{5}\)

Let cos-1 \(\frac{3}{5}\)= x ∈ where [0,π] .Then ,cos x= \(\frac{3}{5}\)

∴ Since x[0,π],sinx > 0

∴ Since x\(\sqrt{1-\frac{9}{25}}\)

= \(\sqrt{\frac{16}{25}}=\frac{4}{5}\)

⇒ \(\sin \left(\cos ^{-1} \frac{3}{5}\right)=\frac{4}{5}\)

Question 28. \(\cos \left(\tan ^{-1} \frac{3}{4}\right)\)

  1. \(\frac{3}{5}\)
  2. \(\frac{4}{5}\)
  3. \(\frac{4}{9}\)
  4. None of these

Answer: 2. \(\frac{4}{5}\)

Let \(\tan ^{-1} \frac{3}{4}\) = x where x ∈ \(\left(\frac{-\pi}{2}, \frac{\pi}{2}\right)\)

∴tan x= \(\frac{3}{4}\) and since x ∈ \(\left(\frac{-\pi}{2}, \frac{\pi}{2}\right)\),we have cos x>0

∴cos x = \(\frac{1}{\sec x}=\frac{1}{\sqrt{1+\tan ^2 x}}\)

= \(\frac{1}{\sqrt{1+\frac{9}{16}}}=\frac{4}{5}\)

= \(\cos \left(\tan ^{-1} \frac{3}{4}\right)\)

cos x=\(\frac{4}{5}\)

Question 29. \(\sin \left\{\frac{\pi}{3}-\sin ^{-1}\left(\frac{-1}{2}\right)\right\}\)

  1. 1
  2. 0
  3. \(\frac{-1}{2}\)
  4. None of these

Answer: 1. 1

⇒ \(\sin \left\{\frac{\pi}{3}-\sin ^{-3}\left(\frac{-1}{2}\right)\right\}=\sin \left\{\frac{\pi}{3}+\sin ^{-1} \frac{1}{2}\right\}\)

sin = \( \left(\frac{\pi}{3}+\frac{\pi}{6}\right)=\sin \frac{\pi}{2}\)

= 1

Question 30. \(\sin \left(\frac{1}{2} \cos ^{-1} \frac{4}{5}\right)\)

  1. \(\frac{1}{\sqrt{5}}\)
  2. \(\frac{2}{\sqrt{5}}\)
  3. \(\frac{1}{\sqrt{10}}\)
  4. \(\frac{2}{\sqrt{10}}\)

Answer: 3. \(\frac{1}{\sqrt{10}}\)

Let \(\cos ^{-1} \frac{4}{5}=\) = x where x∈ [0,π].

Then cos x= \(\frac{4}{5}\)

Since x∈ [0,π] ⇒ \(\frac{1}{2} x \in\left[0, \frac{\pi}{2}\right] \Rightarrow \sin \frac{1}{2} x>0\)

sin = \( \left(\frac{1}{2} \cos ^{-1} \frac{4}{5}\right)=\sin \frac{1}{2} x\)

= \(\sqrt{\frac{1-\cos x}{2}}=\sqrt{\frac{\left(1-\frac{4}{5}\right)}{2}}=\)

= \(\frac{1}{\sqrt{10}}\)

Question 31. \(\tan ^{-1}\left\{2 \cos \left(2 \sin ^{-1} \frac{1}{2}\right)\right\}\)

  1. \(\frac{\pi}{3}\)
  2. \(\frac{\pi}{4}\)
  3. \(\frac{3 \pi}{4}\)
  4. \(\frac{2 \pi}{3}\)

Answer: 2. \(\frac{\pi}{4}\)

⇒ \(\tan ^{-1}\left\{2 \cos \left(2 \sin ^{-1} \frac{1}{2}\right)\right\}\)

= \(\tan ^{-1}\left\{2 \cos \left(2 \times \frac{\pi}{6}\right)\right\}\)

=  \(\tan ^{-1}\left\{2 \times \frac{1}{2}\right\}\)

tan-1 1= \(\frac{\pi}{4}\)

Question 32. \(\text { If } \cot ^{-1}\left(\frac{-1}{5}\right)=x, \text { then } \sin x=?\)

  1. \(\frac{1}{\sqrt{26}}\)
  2. \(\frac{5}{\sqrt{26}}\)
  3. \(\frac{1}{\sqrt{24}}\)
  4. None of these

Answer: 2. \(\frac{5}{\sqrt{26}}\)

cot-1\(\left(\frac{-1}{5}\right)\)

cot x= \(\left(\frac{-1}{5}\right)\),where x∈ (0,π)

sin x>0 in (0,π)

sin x= 1/ cosecx

= \(\frac{1}{\sqrt{1+\cot ^2 x}}\)

⇒\(\frac{1}{\sqrt{1+\frac{1}{25}}}=\frac{5}{\sqrt{26}}\)

Question 33. \(\sin ^{-1}\left(\frac{-1}{2}\right)+2 \cos ^{-1}\left(\frac{-\sqrt{3}}{2}\right)=?\)

  1. \(\frac{\pi}{2}\)
  2. π
  3. \(\frac{3 \pi}{2}\)
  4. None of these

Answer: 3. \(\frac{3 \pi}{2}\)

Range of \(\cos ^{-1} \text { is }\left(\frac{-\pi}{2}, \frac{\pi}{2}\right)\)

cos-1= \(\left(\frac{-\sqrt{3}}{2}\right)\)

x = \(\frac{-\sqrt{3}}{2}\)

– cos = \(\frac{\pi}{6}=\cos \left(\pi-\frac{\pi}{6}\right)=\cos \frac{5 \pi}{6}\)

x= \(\frac{5 \pi}{6}\)

sin-1= \(\left(\frac{-1}{2}\right)+2 \cos ^{-1}\left(\frac{-\sqrt{3}}{2}\right)\)=

= \(-\sin ^{-1} \frac{1}{2}+2 \times \frac{5 \pi}{6}\)

= \(-\frac{\pi}{6}+\frac{5 \pi}{3}=\frac{4 \pi}{6}\)

=\(\frac{3 \pi}{2}\)

Question 34. \(\tan ^{-1}(-1)+\cos ^{-1}\left(\frac{-1}{\sqrt{ } 2}\right)=?\)

  1. \(\frac{\pi}{2}\)
  2. π
  3. \(\frac{3 \pi}{2}\)
  4. \(\frac{2 \pi}{2}\)

Answer: 1. \(\frac{\pi}{2}\)

Range of \(\left(\frac{-\pi}{2}, \frac{\pi}{2}\right)\)

⇒ \(\tan ^{-1}(-1)=x \Rightarrow \tan x=-1\)

= – \(\tan \frac{\pi}{4}=\tan \left(\frac{-\pi}{4}\right) \Rightarrow\)

= \(x\frac{-\pi}{4}\)

The range of cos-1 is [0,π]

= \(\cos ^{-1}\left(\frac{-1}{\sqrt{2}}\right)\) = y

cos y = \(\frac{-1}{\sqrt{2}}\)

= \(-\cos \frac{\pi}{4}=\cos \left(\pi-\frac{\pi}{4}\right)=\cos \frac{3 \pi}{4}\)

y = \(\frac{3 \pi}{4}\)

Given example = \(-\frac{\pi}{4}+\frac{3 \pi}{4}=\frac{2 \pi}{4}=\frac{\pi}{2}\)

Question 35. \(\cot \left(\tan ^{-1} x+\cot ^{-1} x\right)=?\)

  1. 1
  2. \(\frac{1}{2}\)
  3. 0
  4. None of these

Answer: 3. 0

Given example = \(\cot \frac{\pi}{2}\)= 0

Question 36. \(\tan ^{-1} 1+\tan ^{-1} \frac{1}{3}=?\)

  1. \(\tan ^{-1} \frac{4}{3}\)
  2. \(\tan ^{-1} \frac{2}{3}\)
  3. \(\tan ^{-1} 2\)
  4. \(\tan ^{-1} 3\)

Answer: 3. \(\tan ^{-1} 2\)

⇒ \(\tan ^{-1} 1+\tan ^{-1} \frac{1}{3}\)

\(=\tan ^{-1}\left\{\frac{1+\frac{1}{3}}{1-\frac{1}{3}}\right\}\)

= \(\tan ^{-1} 2\)

Question 37. \(\tan ^{-1} \frac{1}{2}+\tan ^{-1} \frac{1}{3}=?\)

  1. \(\frac{\pi}{3}\)
  2. \(\frac{\pi}{4}\)
  3. \(\frac{\pi}{2}\)
  4. \(\frac{2 \pi}{3}\)

Answer: 2. \(\frac{\pi}{4}\)

⇒ \(\tan ^{-1} \frac{1}{2}+\tan ^{-1} \frac{1}{3}\)

tan-1\(\left\{\frac{\frac{1}{2}+\frac{1}{3}}{1-\frac{1}{6}}\right\}\)

tan-1\(=\frac{\pi}{4}\)

Question 38. \(2 \tan ^{-1} \frac{1}{3}=?\)

  1. \(\tan ^{-1} \frac{3}{2}\)
  2. \(\tan ^{-1} \frac{3}{4}\)
  3. \(\tan ^{-1} \frac{4}{3}\)
  4. None of these

Answer: 2. \(\tan ^{-1} \frac{3}{4}\)

Use \(2 \tan ^{-1} x=\tan ^{-1}\left(\frac{2 x}{1-x^2}\right)\)

Question 39. \(\cos \left(2 \tan ^{-1} \frac{1}{2}\right)=?\)

  1. \(\frac{3}{5}\)
  2. \(\frac{4\frac{3}{5}[}{5}\)
  3. \(\frac{7}{8}\)
  4. [None of these

Answer: 1. \(\frac{3}{5}\)

Use \(2 \tan ^{-1} x=\cos ^{-1}\left(\frac{1-x^2}{1+x^2}\right)\)

Question 40. \(\sin \left[2 \sin ^{-1} \frac{4}{5}\right]\)

  1. \(\frac{12}{25}\)
  2. \(\frac{80}{89}\)
  3. \(\frac{75}{128}\)
  4. None of these

Answer: 2. \(\frac{80}{89}\)

Use \(2 \tan ^{-1} x=\sin ^{-1}\left(\frac{2 x}{1+x^2}\right)\)

Question 41. \(\sin \left[2 \sin ^{-1} \frac{4}{5}\right]\)

  1. \(\frac{2}{25}\)
  2. \(\frac{16}{25}\)
  3. \(\frac{24}{25}\)
  4. None of these

Answer: 3. \(\frac{16}{25}\)

Use \(2 \sin ^{-1} x=\sin ^{-1}\left[2 x \sqrt{1-x^2}\right]\)

Question 42. \(\text { If } \tan ^{-1} x=\frac{\pi}{4}-\tan ^{-1} \frac{1}{3} \text {, then } x=?\)

  1. \(\frac{1}{2}\)
  2. \(\frac{1}{4}\)
  3. \(\frac{1}{6}\)
  4. None of these

Answer: 1. \(\frac{1}{2}\)

\(\frac{\pi}{4}-\tan ^{-1} \frac{1}{3}=\tan ^{-1} 1-\tan ^1 \frac{1}{3}\) \(\tan ^{-1}\left\{\frac{\left(1-\frac{1}{3}\right)}{\left(1+\frac{1}{3}\right)}\right\}=\tan ^{-1} \frac{1}{2}\)

= \(\frac{1}{2}\)

Question 43. \(\text { If } \tan ^{-1}(1+x)+\tan ^{-1}(1-x)=\frac{\pi}{2} \text {, then } x=\text { ? }\)

  1. 1
  2. -1
  3. 0
  4. \(\frac{1}{2}\)

Answer: 3. 0

We know that \(\tan ^{-1} x+\cot ^{-1} x=\frac{\pi}{2}\)

= \(\tan ^{-1} x+\tan ^{-1} \frac{1}{x}=\frac{\pi}{2}\)

= \(\tan ^{-1}(1+x)+\tan ^{-1}(1-x)=\frac{\pi}{2}\)

(1-x)= \(\frac{1}{(1+x)}\)(1-x) = 1

x= 0

Question 44. \(\text { If } \sin ^{-1} x+\sin ^{-1} y=\frac{2 \pi}{3}, \text { then }\left(\cos ^{-1} x+\cos ^{-1} y\right)=?\)

  1. \(\frac{\pi}{6}\)
  2. \(\frac{\pi}{3}\)
  3. \(\pi\)
  4. \(\frac{2 \pi}{3}\)

Answer: 2. \(\frac{\pi}{3}\)

⇒ \(\sin ^{-1} x+\sin ^{-1} y=\frac{2 \pi}{3}\)

∴ \(\left(\frac{\pi}{2}-\cos ^{-1} x\right)+\left(\frac{\pi}{2}-\cos ^{-1} y\right)=\frac{2 \pi}{3}\)

⇒ \(\cos ^{-1} x+\cos ^{-1} y=\left(\pi-\frac{2 \pi}{3}\right)=\frac{\pi}{3}\)

Question 45. \(\left(\tan ^{-1} 2+\tan ^{-1} 3\right)=?\)

  1. \(\frac{-\pi}{4}\)
  2. \(\frac{\pi}{4}\)
  3. \(\frac{3 \pi}{4}\)
  4. \(\pi\)

Answer: 3. \(\frac{3 \pi}{4}\)

( x = 2,y = 3) = xy>1

∴  \(\pi+\tan ^{-1}\left(\frac{2+3}{1-2 \times 3}\right)=\pi+\tan ^{-1}(-1)\)

= \(\pi-\tan (1)=\left(\pi-\frac{\pi}{4}\right)\)

= \(\frac{3 \pi}{4}\)

Question 46. \(\text { If } \tan ^{-1} x+\tan ^{-1} 3=\tan ^{-1} 8, \text { then } x=\text { ? }\)

  1. \(\frac{1}{3}\)
  2. \(\frac{1}{5}\)
  3. 3
  4. 5

Answer: 2. \(\frac{1}{5}\)

⇒ \(\tan ^{-1} x+\tan ^{-1} 3=\tan ^{-1} 8\)

= \(\frac{3+x}{1-3 x}\)= 8

3+x = 8-24x

x= \(\frac{1}{5}\)

Question 47. \(\text { If } \tan ^{-1} 3 x+\tan ^{-1} 2 x=\frac{\pi}{4} \text {, then } x=\text { ? }\)

  1. \(\frac{1}{2} \text { or }-2\)
  2. \(\frac{1}{3} \text { or }-3\)
  3. \(\frac{1}{4} \text { or }-2\)
  4. \(\frac{1}{6} \text { or }-1\)

Answer: 4. \(\frac{1}{6} \text { or }-1\)

⇒ \(\tan ^{-1}\left(\frac{3 x+2 x}{1-6 x^2}\right)=\frac{\pi}{4}\)

∴ \(\frac{5 x}{1-6 x^2}=\tan \frac{\pi}{4}=1\)

= \(\frac{5 x}{1-6 x^2}=\tan \frac{\pi}{4}\)= 1

⇒ 6x2+5x-1 = 0

(x+1)(6x-1)= 0

x= -1 or x= \(\frac{1}{6}\)

Question 48. \(\tan \left\{\cos ^{-1} \frac{4}{5}+\tan ^{-1} \frac{2}{3}\right\}=?\)

  1. \(\frac{13}{6}\)
  2. \(\frac{17}{6}\)
  3. \(\frac{19}{6}\)
  4. \(\frac{23}{6}\)

Answer: 2. \(\frac{17}{6}\)

cos-1 x= \(\frac{\sqrt{1-x^2}}{x}\)

cos-1\(\frac{4}{5}\) = tan-1\(\frac{\sqrt{1-\frac{16}{25}}}{(4 / 5)}\)

tan-1 = \(\frac{3}{4}\)

∴ \(\cos ^{-1} \frac{4}{5}+\tan ^{-1} \frac{2}{3}=\tan ^{-1} \frac{3}{4}+\tan ^{-1} \frac{2}{3}\)

tan-1 = \(\frac{\left(\frac{3}{4}+\frac{2}{3}\right)}{\left(1-\frac{3}{4} \times \frac{2}{3}\right)}\)

tan-1 = \(\frac{17}{6}\)

\(\cos ^{-1} \frac{4}{5}=\tan ^{-1} \frac{\sqrt{1-\frac{16}{25}}}{(4 / 5)}=\tan ^{-1} \frac{3}{4} \)

∴ Given example = \(\tan \left\{\tan ^{-1} \frac{17}{6}\right\}=\frac{17}{6}\)

Question 49. cot-1 + cosec-1\(\frac{\sqrt{41}}{4}\)

  1. \(\frac{\pi}{6}\)
  2. \(\frac{\pi}{4}\)
  3. \(\frac{\pi}{3}\)
  4. \(\frac{3 \pi}{4}\)

Answer: 2. \(\frac{\pi}{4}\)

cosec x-1 = \(\cot ^{-1} \sqrt{x^2-1}\)

cosec x-1 = \(\frac{\sqrt{41}}{4}\)

cot-1 = \(\frac{\sqrt{41}}{4}\) -1

cot-1 = \(\frac{5}{4}\)

= \(\cot ^{-1} 9+\cot ^{-1} \frac{5}{4}\)

= \(\tan ^{-1} \frac{1}{9}+\tan ^{-1} \frac{4}{5}\)

Question 50. Range of sin-1x is

  1. \(\left[0, \frac{\pi}{2}\right]\)
  2. [0, π]
  3. \(\left[\frac{-\pi}{2}, \frac{\pi}{2}\right]\)
  4. None of these

Answer: 3. \(\left[\frac{-\pi}{2}, \frac{\pi}{2}\right]\)

Question 51. The range of cos-1x is

  1. [0, π]
  2. \(\left[0, \frac{\pi}{2}\right]\)
  3. \(\left[\frac{-\pi}{2}, \frac{\pi}{2}\right]\)
  4. None of these

 Answer: 1. [0, π]

Question 52. The range of tan-1x is

  1. \(\left(0, \frac{\pi}{2}\right)\)
  2. \(\left(\frac{-\pi}{2}, \frac{\pi}{2}\right)\)
  3. \(\left[\frac{-\pi}{2}, \frac{\pi}{2}\right]\)
  4. None of these

Answer: 2. \(\left(\frac{-\pi}{2}, \frac{\pi}{2}\right)\)

Question 53. The range of sec-1x is

  1. \(\left[0, \frac{\pi}{2}\right]\)
  2. [0, π]
  3. \([0, \pi]-\left\{\frac{\pi}{2}\right\}\)
  4. None of these

Answer: 3. \([0, \pi]-\left\{\frac{\pi}{2}\right\}\)

Question 54. Range of cosec-1x is

  1. \(\left(\frac{-\pi}{2}, \frac{\pi}{2}\right)\)
  2. \(\left[\frac{-\pi}{2}, \frac{\pi}{2}\right]\)
  3. \(\left[\frac{-\pi}{2}, \frac{\pi}{2}\right]-\{0\}\)
  4. None of these

Answer: 3. \(\left[\frac{-\pi}{2}, \frac{\pi}{2}\right]-\{0\}\)

Question 55. Domain of cos-1x is

  1. [0,1]
  2. [-1,1]
  3. [-1,0]
  4. None of these

Answer: 2. [-1,1]

Question 56. Domain of sec-1 x is

  1. [-1,1]
  2. R- {0}
  3. R- [-1,1]
  4. R- {-1,1}

Answer: 3. R- [-1,1]

WBCHSE Solutions For Class12 Maths Binomial Distribution Formula in Probability with Examples

Binomial Distribution

Success And Failure In An Experiment: There are certain kinds of experiments that have two possible outcomes. One of these two outcomes is called a success, while the other is called a failure.

For example, in tossing a coin, we get either a head or a tail. If getting head is taken as a success then getting a tail is a failure.

Bernoulli’s Theorem Let there be n independent trials in an experiment and let the random variable X denote the number of successes in these trials.

Let the probability of getting a success in a single trial be p and that of getting a failure be q so that p + q = 1. Then,

P(X =r) = \({ }^n C_r \cdot p^r \cdot q^{(n-r)}.\)

Proof: Let us denote a success by S and a failure by F.

Read and Learn More WBCHSE Solutions For Class 12 Maths

A number of ways of getting r successes in n trials = nCr.

∴ P(X=r) = \({ }^n C_r\) • {P(S) • P(S) …r times} x {P(F) • P(F)… (n – r) times}

= \({ }^n C_r\) (p • p • p …r times) x[q • q • q … (n-r) times]

= \({ }^n C_r \cdot p^r \cdot q^{(n-r)}\)

Hence, P(X = r) = \({ }^n C_r \cdot p^r \cdot q^{(n-r)}\)

Remark: We have

WBCHSE Solutions For Class12 Maths Binomial Distribution Formula in Probability with ExamplesConditions for the Applicability of a Binomial Distribution

  1. The experiment is performed for a finite and fixed number of trials.
  2. Each trial must give either a success or a failure.
  3. The probability of success in each trial is the same.

Binomial Distribution Solved Examples

Example 1. A coin is tossed 4 times. If X is the number of heads observed, find the probability distribution of X.

Solution:

When a coin is tossed, we have S = {H, T}.

P(getting a head) = 1/2, and

P(not getting a head) = (1-1/2) = 1/2

Let X be the random variable denoting the number of heads.

In 4 trials, we may get 0 or 1 or 2 or 3 or 4 heads.

So, X may assume the values 0,1, 2, 3, 4.

P(X = 0) = \({ }^4 C_0 \cdot\left(\frac{1}{2}\right)^0 \cdot\left(\frac{1}{2}\right)^{(4-0)}=\frac{1}{16}\)

P(X = 1) = \({ }^4 C_1 \cdot\left(\frac{1}{2}\right)^1 \cdot\left(\frac{1}{2}\right)^{(4-1)}=\frac{1}{4}\)

P(X = 2) = \({ }^4 C_2 \cdot\left(\frac{1}{2}\right)^2 \cdot\left(\frac{1}{2}\right)^{(4-2)}=\frac{3}{8}\)

P(X = 3) = \({ }^4 C_3 \cdot\left(\frac{1}{2}\right)^3 \cdot\left(\frac{1}{2}\right)^{(4-3)}=\frac{1}{4}\)

P(X = 4) = \({ }^4 C_4 \cdot\left(\frac{1}{2}\right)^4 \cdot\left(\frac{1}{2}\right)^{(4-4)}=\frac{1}{16}\)

Hence, the required probability distribution is given by

⇒ \(\left(\begin{array}{llllll}
X: & 0 & 1 & 2 & 3 & 4 \\
P(X): & \frac{1}{16} & \frac{1}{4} & \frac{3}{8} & \frac{1}{4} & \frac{1}{16}
\end{array}\right)\)

Example 2. Find the probability distribution of the number of suffixes in three tosses of a die.

Solution:

When a die is tossed, we have S = {1, 2, 3, 4, 5, 6}.

∴ P(getting a six) = 1/6 and P(not getting a six) = (1-1/6) = 5/6

Let X be the random variable denoting the number of sixes.

In 3 trials, the number of sixes may be 0 or 1 or 2 or 3.

So, X may assume the values 0, 1, 2, 3.

P(X=0) = \({ }^3 C_0 \cdot\left(\frac{1}{6}\right)^0 \cdot\left(\frac{5}{6}\right)^{(3-0)}=\frac{125}{216}\)

P(X=1 )= \({ }^3 C_1 \cdot\left(\frac{1}{6}\right)^1 \cdot\left(\frac{5}{6}\right)^{(3-1)}=\frac{25}{72}\)

P(X=2) = \({ }^3 C_2 \cdot\left(\frac{1}{6}\right)^2 \cdot\left(\frac{5}{6}\right)^{(3-2)}=\frac{5}{72}\)

P(X=3) = \({ }^3 C_3 \cdot\left(\frac{1}{6}\right)^3 \cdot\left(\frac{5}{6}\right)^{(3-3)}=\frac{1}{216}\)

The required probability distribution of X is given below:

⇒ \(\left(\begin{array}{lcccc}
X: & 0 & 1 & 2 & 3 \\
P(X): & \frac{125}{216} & \frac{25}{72} & \frac{5}{72} & \frac{1}{216}
\end{array}\right) .\)

Example 3. Find the probability distribution of the number of doublets in four throws of a pair of dice.

Solution:

When a pair of dice is thrown, there are 36 possible outcomes.

∴ n(S)= 36.

All possible doublets are (1, 1), (2, 2), (3, 3), (4, 4), (5, 5), (6, 6).

P(getting a doublet) = \(\frac{6}{36}\) = \(\frac{1}{6}\), and

P(not getting a doublet) = (1-\(\frac{1}{6}\)) = \(\frac{5}{6}\)

Let X denote the number of doublets.

In 4 throws, we can have 0 or1 2 or 3, or 4 doublets

P(X=0) = \({ }^4 C_0 \cdot\left(\frac{1}{6}\right)^0 \cdot\left(\frac{5}{6}\right)^4=\frac{625}{1296}\)

P(X=1) = \({ }^4 C_1 \cdot\left(\frac{1}{6}\right)^1 \cdot\left(\frac{5}{6}\right)^3=\frac{125}{324}\)

P(X=2) = \({ }^4 C_2 \cdot\left(\frac{1}{6}\right)^2 \cdot\left(\frac{5}{6}\right)^2=\frac{25}{216}\)

P(X=3) = \({ }^4 C_3 \cdot\left(\frac{1}{6}\right)^3 \cdot\left(\frac{5}{6}\right)^1=\frac{5}{324}\)

P(X=4) = \({ }^4 C_4 \cdot\left(\frac{1}{6}\right)^4 \cdot\left(\frac{5}{6}\right)^0=\frac{1}{1296}\)

The required probability distribution is given below:

⇒ \(\left(\begin{array}{lccccc}
X: & 0 & 1 & 2 & 3 & 4 \\
P(X): & \frac{625}{1296} & \frac{125}{324} & \frac{25}{216} & \frac{5}{324} & \frac{1}{1296}
\end{array}\right) .\)

Example 4. An unbiased coin is tossed 6 times. Find, using the binomial distribution, the probability of getting at least 5 heads.

Solution:

In a single throw of a coin, we have S = {H, T}.

P(getting a head) = \(\frac{1}{2}\) and P(not getting a head) = (1-\(\frac{1}{2}\)) = \(\frac{1}{2}\)

∴ p = \(\frac{1}{2}\) and q = \(\frac{1}{2}\)

P(X=r) = \({ }^n C_r \cdot p^r \cdot q^{(n-r)}={ }^6 C_r \cdot\left(\frac{1}{2}\right)^r \cdot\left(\frac{1}{2}\right)^{(6-r)}={ }^6 C_r \cdot\left(\frac{1}{2}\right)^6\)

∴ P(getting at least 5 heads) = P(X≥5)

= P(X = 5) + P(X = 6)

= \({ }^6 C_5 \cdot\left(\frac{1}{2}\right)^6+{ }^6 C_6 \cdot\left(\frac{1}{2}\right)^6=\left(\frac{3}{32}+\frac{1}{64}\right)=\frac{7}{64}\)

Hence, the required probability is \(\frac{7}{64}\)

Example 5. An unbiased coin is tossed 8 times. Find, by using binomial distribution, the probability of getting at least 3 heads.

Solution:

In a single throw of a coin, we have S = {H, T}.

P(getting a head) = \(\frac{1}{2}\) and P(not getting a head) = (1-\(\frac{1}{2}\)) = \(\frac{1}{2}\)

∴ p = \(\frac{1}{2}\) and \(\frac{1}{2}\)

P(X=r) = \({ }^n C_r \cdot p^r \cdot q^{(n-r)}={ }^8 C_r \cdot\left(\frac{1}{2}\right)^r \cdot\left(\frac{1}{2}\right)^{(8-r)}={ }^8 C_r\left(\frac{1}{2}\right)^8\)

∴ P(getting at least 3 heads) = P(X≥3)

= 1 – [P(X = 0) + P(X = 1) + P(X = 2)]

= \(1-\left[{ }^8 C_0 \cdot\left(\frac{1}{2}\right)^8+{ }^8 C_1 \cdot\left(\frac{1}{2}\right)^8+{ }^8 C_2 \cdot\left(\frac{1}{2}\right)^8\right]\)

= \(1-\frac{1}{256} \cdot(1+8+28)=\left(1-\frac{37}{256}\right)=\frac{219}{256}\)

Hence, the required probability is \(\frac{219}{256}\).

Example 6. Six coins are tossed simultaneously. Find the probability of getting

  1. 3 Heads
  2. No head
  3. At least one head
  4. Not more than 3 heads.

Solution:

The experiment may be taken as throwing a single coin 6 times.

In a single throw of a coin, we have S = {H, T}.

P(getting a head) = \(\frac{1}{2}\) and P(not getting a head) = (1-\(\frac{1}{2}\)) = \(\frac{1}{2}\)

Let X be the random variable showing the number of heads.

P(X = r) = \({ }^n C_r \cdot p^r \cdot q^{(n-r)}={ }^6 C_r \cdot\left(\frac{1}{2}\right)^r \cdot\left(\frac{1}{2}\right)^{6-r}={ }^6 C_r \cdot\left(\frac{1}{2}\right)^6\)

1. P(getting 3 heads) = P(X = 3) = \(={ }^6 C_3 \cdot\left(\frac{1}{2}\right)^6=\frac{5}{16}\)

2. P(getting no head) = P(X = 0) = \({ }^6 C_0 \cdot\left(\frac{1}{2}\right)^6=\frac{1}{64}\)

3. P(getting at least 1 head)

= \(1-P(X=0)=1-\left[{ }^6 C_0 \cdot\left(\frac{1}{2}\right)^6\right]\)

= \(\left(1-\frac{1}{64}\right)=\frac{63}{64}\)

4. P(getting not more than 3 heads) = P(no head or 1 head or 2 heads or 3 heads)

= P(X = 0) + P(X = 1) + P(X = 2) + P(X = 3)

= \({ }^6 C_0 \cdot\left(\frac{1}{2}\right)^6+{ }^6 C_1 \cdot\left(\frac{1}{2}\right)^6+{ }^6 C_2 \cdot\left(\frac{1}{2}\right)^6+{ }^6 C_3 \cdot\left(\frac{1}{2}\right)^6\)

= \(\left(\frac{1}{2}\right)^6 \cdot(1+6+15+20)=\left(\frac{1}{64} \times 42\right)=\frac{21}{32}\)

Example 7. A die is thrown 5 times. If getting an odd number is a success, find the probability of getting at least 4 successes.

Solution:

When a die is thrown, we have S = {1,2,3,4,5,6}.

∴ P(getting an odd number) = \(\frac{3}{6}\) = \(\frac{1}{2}\)

∴ P(a success) = \(\frac{1}{2}\), and P(not a success) = (1-\(\frac{1}{2}\)) = \(\frac{1}{2}\)

Let X be the random variable showing the number of successes.

P(X=r) = \(={ }^n C_r \cdot p^r \cdot q^{(n-r)}={ }^5 C_r \cdot\left(\frac{1}{2}\right)^r \cdot\left(\frac{1}{2}\right)^{(5-r)}={ }^5 C_r \cdot\left(\frac{1}{2}\right)^5\)

P(at least 4 successes) = P(4 successes or 5 successes)

= P(X = 4) + P(X = 5)

= \({ }^5 C_4 \cdot\left(\frac{1}{2}\right)^5+{ }^5 C_5 \cdot\left(\frac{1}{2}\right)^5=\left(\frac{5}{32}+\frac{1}{32}\right)=\frac{6}{32}=\frac{3}{16}\)

Example 8. In 4 throws with a pair of dice, what is the probability of throwing doublets at least twice?

Solution:

In a single throw of a pair of dice, the number of all possible outcomes is 36.

All doublets are (1,1), (2,2), (3,3), (4,4), (5,5), (6,6).

P(getting a doublet) = \(\frac{6}{36}\) = \(\frac{1}{6}\) and,

P(not getting a doublet) = (1-\(\frac{1}{6}\)) = \(\frac{5}{6}\)

Let X be the random variable denoting the number of doublets.

Then, P(X = r) = \({ }^n C_r \cdot p^r \cdot q^{(n-r)}={ }^4 C_r \cdot\left(\frac{1}{6}\right)^r \cdot\left(\frac{5}{6}\right)^{(4-r)} .\)

P(at least 2 doublets) = P(X = 2) + P(X = 3) + P(X = 4)

= \({ }^4 C_2 \cdot\left(\frac{1}{6}\right)^2 \cdot\left(\frac{5}{6}\right)^{(4-2)}+{ }^4 C_3 \cdot\left(\frac{1}{6}\right)^3 \cdot\left(\frac{5}{6}\right)^{(4-3)}+{ }^4 C_4 \cdot\left(\frac{1}{6}\right)^4 \cdot\left(\frac{5}{6}\right)^{(4-4)}\)

= \(6 \cdot\left(\frac{1}{6}\right)^2 \cdot\left(\frac{5}{6}\right)^2+4 \cdot\left(\frac{1}{6}\right)^3 \cdot\left(\frac{5}{6}\right)^1+\left(\frac{1}{6}\right)^4 \cdot\left(\frac{5}{6}\right)^0\)

= \(\left(\frac{25}{216}+\frac{5}{324}+\frac{1}{1296}\right)=\frac{171}{1296}\)

Example 9. The bulbs produced in a factory are supposed to contain 5% defective bulbs. What is the probability that a sample of 10 bulbs will contain no more than 2 defective bulbs?

Solution:

P(getting a defective bulb) = \(\frac{5}{100}\) = \(\frac{1}{20}\), and

P(getting a non-defective bulb) = (1-\(\frac{1}{20}\)) = \(\frac{19}{20}\), and

Then, p = \(\frac{1}{20}\) and q = \(\frac{19}{20}\)

Let X denote the number of defective bulbs.

P(X=r) = \({ }^n C_r \cdot p^r \cdot q^{(n-r)}\)=\({ }^{10} C_r \cdot\left(\frac{1}{20}\right)^r \cdot\left(\frac{19}{20}\right)^{(10-r)}\)

P(getting not more than 2 defective bulbs)

= P(X = 0 or X = 1 or X = 2)

= P(X = 0) + P(X = 1) + P(X = 2)

= \({ }^{10} C_0 \cdot\left(\frac{1}{20}\right)^0 \cdot\left(\frac{19}{20}\right)^{10}+{ }^{10} C_1 \cdot\left(\frac{1}{20}\right)^1 \cdot\left(\frac{19}{20}\right)^9+{ }^{10} C_2 \cdot\left(\frac{1}{20}\right)^2 \cdot\left(\frac{19}{20}\right)^8\)

= \(\left(\frac{19}{20}\right)^{10}+\frac{1}{2} \cdot\left(\frac{19}{20}\right)^9+\frac{9}{80} \cdot\left(\frac{19}{20}\right)^8=\left(\frac{19}{20}\right)^8 \cdot\left(\frac{149}{100}\right)\)

Let A = \(\left(\frac{19}{20}\right)^8 \cdot\left(\frac{149}{100}\right) \cdot\) Then,

log A = 8(log 19 – log 20) + log 149 – log 100

= 8(1.2788 – 1.3010) + 2.1732 – 2 = -0.0044 = 1.9956.

∴ A = antilog (1.9956) = 0.99.

Hence, the required probability = \(\frac{99}{100}\)

Example 10. If on average, out of 10 ships, one gets drowned then what is the probability that out of 5 ships at least 4 reach the shore safely?

Solution:

Probability of a ship to reach the shore safely = \(\frac{9}{10}\)

Probability that a ship gets drowned = (1-\(\frac{9}{10}\)) = \(\frac{1}{10}\)

Let X be the random variable showing the number of ships reaching the shore safely.

∴ P(at least 4 reaching safely)

= P(4 reaching safely or 5 reaching safely)

= P(4 reaching safely) + P(5 reaching safely)

= \({ }^5 C_4 \cdot\left(\frac{9}{10}\right)^4 \cdot\left(\frac{1}{10}\right)^{(5-4)}+{ }^5 C_5 \cdot\left(\frac{9}{10}\right)^5 \cdot\left(\frac{1}{10}\right)^0\)

= \(\frac{1}{2} \cdot\left(\frac{9}{10}\right)^4+\left(\frac{9}{10}\right)^5=\left(\frac{9}{10}\right)^4\left(\frac{1}{2}+\frac{9}{10}\right)=\frac{7}{5} \cdot\left(\frac{9}{10}\right)^4\)

A = \(\frac{7}{5} \cdot\left(\frac{9}{10}\right)^4=\frac{7 \times(9)^4}{5 \times(10)^4}\)

⇒ logA = log7 + 4xlog9-log5-4xloglO = (0.8451 + 4 x 0.9542 – 0.6990- 4) = -0.0371 = 1.9629

⇒ A = antilog (1.9629) = 0.9181.

Hence, the required probability is 0.9181.

Mean and Variance of a Binomial Distribution

Mean: If a random variable X assumes the values x1, x2,… ,xn with probabilities p1, p2, ……., pn respectively then the mean of X is defined by

∴ \(\mu=\sum_{i=1}^n x_i p_i .\)

To Find the Mean of a Binomial Distribution

For the binomial distribution P(X = r) = P(r) = \({ }^n C_r \cdot p^r \cdot q^{(n-r)}\), where r = 0,1,2,… ,n the mean, p, is given by

⇒ \(\mu =\sum_{r=0}^n r \cdot p(r)=\sum_{r=0}^n r \cdot{ }^n C_r \cdot p^r \cdot q^{(n-r)}\)

= \({ }^n C_1 \cdot p \cdot q^{n-1}+2 \cdot{ }^n C_2 \cdot p^2 \cdot q^{(n-2)}+\ldots+n \cdot{ }^n C_n \cdot p^n q^0\)

= \(1 \cdot n p \cdot q^{n-1}+n(n-1) \cdot p^2 \cdot q^{(n-2)}+\ldots+n p^n\)

= \(n p \cdot\left[{ }^{(n-1)} C_0 \cdot p^0 \cdot q^{(n-1)}+{ }^{(n-1)} C_1 \cdot p^1 \cdot q^{(n-2)}+\ldots+{ }^{(n-1)} C_{(n-1)} \cdot p^{n-1} \cdot q^0\right]\)

= \((n p) \cdot(q+p)^{n-1}=(n p)\) [because q+p=1]

Hence, the mean is given by μ= np.

The variance =σ² is given by

⇒ \(\sigma^2=\sum_{r=0}^n r^2 \cdot p(r)-(\text { mean })^2\)

= \(\sum_{r=0}^n r^2 \cdot{ }^n C_r \cdot p^r q^{(n-r)}-(n p)^2\) [because mean=np]

= \(\sum_{r=0}^n\{r+r(r-1)\} \cdot{ }^n C_r p^r q^{(n-r)}-(n p)^2\)

= \(\sum_{r=0}^n r \cdot{ }^n C_r p^r q^{(n-r)}+\sum_{r=0}^n r(r-1) \cdot{ }^n C_r \cdot p^r \cdot q^{(n-r)}-(n p)^2\)

= \(n p+\sum_{r=2}^n r(r-1) \cdot \frac{n(n-1)}{r(r-1)} \cdot{ }^{(n-2)} C_{(r-2)} \cdot p^2 \cdot p^{(r-2)} \cdot q^{(n-r)}-(n p)^2\)

= \(n p+n(n-1) \cdot p^2 \cdot\left(\sum_{r=2}^n \sum_{r=0}^n r \cdot{ }^n C_r \cdot p^r \cdot q^{(n-r)}=\text { mean }=n p\right]\)

= \(n p+n(n-1) p^2(q+p)^{(n-2)}-n^2 p^2\)

= \(n p+n(n-1) p^2-n^2 p^2\) [because q+p=1]

= \(n p-n p^2=n p(1-p)=n p q\).

Hence, variance = npq.

∴ standard deviation = √npq.

Recurrence Relation for a Binomial Distribution

We have

P(r) = \({ }^n C_r \cdot p^r \cdot q^{(n-r)} \text { and } P(r+1)={ }^n C_{(r+1)} \cdot p^{(r+1)} \cdot q^{n-r-1} \text {. }\)

∴ \(\frac{P(r+1)}{P(r)}=\frac{{ }^n C_{(r+1)} \cdot p^{(r+1)} \cdot q^{n-r-1}}{{ }^n C_r \cdot p^r \cdot q^{(n-r)}}\)

= \(\frac{(n !)}{(r+1) ! \cdot(n-r-1) !} \cdot \frac{(r) ! \cdot(n-r) !}{(n) !} \cdot \frac{p}{q}=\frac{(n-r)}{(r+1)} \cdot \frac{p}{q}\)

∴ P(r+1) = \(\frac{(n-r)}{(r+1)} \cdot \frac{p}{q} \cdot P(r)\)

Example 11. If X follows a binomial distribution with mean 3 and variance (3/2), find

  1. P(X≥1)
  2. P(X≤5).

Solution:

We know that mean = np and variance = npq.

∴ np = 3 and npq = \(\frac{3}{2}\)

⇒ 3q = \(\frac{3}{2}\)

⇒ q = \(\frac{1}{2}\)

Now, np = 3 and p = \(\frac{1}{2}\)

⇒ n X \(\frac{1}{2}\) = 3

⇒ n = 6.

So, the binomial distribution is given by

P(X=r)= \({ }^n C_r \cdot p^r \cdot q^{(n-r)}={ }^6 C_r \cdot\left(\frac{1}{2}\right)^r \cdot\left(\frac{1}{2}\right)^{(6-r)}={ }^6 C_r\left(\frac{1}{2}\right)^6 \cdot\)

1. P(X≥1) =1-P(X=0)

= \(1-{ }^6 C_0 \cdot\left(\frac{1}{2}\right)^6=\left(1-\frac{1}{64}\right)=\frac{63}{64}\)

2. P(X≤5) =1-P(X= 0)

= \(1-{ }^6 C_6\left(\frac{1}{2}\right)^6=\left(1-\frac{1}{64}\right)=\frac{63}{64}\)

Example 12. If X follows a binomial distribution with mean 4 and variance 2, find P(X≥5).

Solution:

We know that mean = np and variance = npq.

∴ np = 4 and npq = 2.

Now, np = 4 and npq= 2

⇒ 4q = 2 ⇒ q = \(\frac{1}{2}\)

Now,np = 4 and p = \(\frac{1}{2}\)

⇒ \(\frac{1}{2}\) n = 4 ⇒ n = 8.

So, the binomial distribution is given by

P(X= r) = \({ }^n C_r \cdot p^r \cdot q^{(n-r)}={ }^8 C_r \cdot\left(\frac{1}{2}\right)^r \cdot\left(\frac{1}{2}\right)^{(8-r)}={ }^8 C_r \cdot\left(\frac{1}{2}\right)^8\)

∴ P(X > 5) = P(X = 5) + P(X = 6) + P(X = 7) + P(X= 8)

= \({ }^8 C_5 \cdot\left(\frac{1}{2}\right)^8+{ }^8 C_6 \cdot\left(\frac{1}{2}\right)^8+{ }^8 C_7 \cdot\left(\frac{1}{2}\right)^8+{ }^8 C_8 \cdot\left(\frac{1}{2}\right)^8\)

= \(\left[{ }^8 C_3+{ }^8 C_2+{ }^8 C_1+1\right]\left(\frac{1}{2}\right)^8\)

= \((56+28+8+1) \cdot \frac{1}{256}=\frac{93}{256}\)

Example 13. Find the binomial distribution for which the mean and variance are 12 and 3 respectively.

Solution:

Let X be a binomial variate for which mean = 12 and variance = 3.

Then, np =12 and npq = 3

⇔ 12xq = 3 ⇒ q = \(\frac{1}{4}\)

∴ p = (1-q) = (1-\(\frac{1}{4}\)) = \(\frac{3}{4}\)

And, np =12 ⇔ n = \(\frac{12}{p}\) = 12 x \(\frac{4}{3}\) = 16.

Thus, n =16, p = \(\frac{3}{4}\) and q = \(\frac{1}{4}\)

Hence, the binomial distribution is given by

P(X=r) = \({ }^{16} C_r \cdot\left(\frac{3}{4}\right)^r \cdot\left(\frac{1}{4}\right)^{(16-r)}\) where r = 0, 1, 2, 3, …,15.

Example 14. If the sum of the mean and variance of a binomial distribution for 5 trials is 1.8, find the distribution.

Solution:

We know that

mean = np and variance = npq.

It is being given that n = 5 and mean + variance = 1.8.

∴ np + npq = 1.8, where n = 5 +

⇔ 5p + 5pq = 1.8

⇔ p + p(1 -p) = 0.36 [q = (1-p)]

⇔ p²-2p + 0.36 = 0

⇔100p² – 200p + 36 = 0

⇔ 25p² – 50p + 9 = 0

⇔ 25p² -45p -5p + 9 = 0

⇔ 5p(5p – 9) – (5p – 9) = 0

⇔ (5p – 9)(5p -1) = 0 1

⇔ p = \(\frac{1}{5}\) = 0.2 [p cannot exceed 1].

Thus, n = 5, p = 0.2, and q = (1-p) = (1- 0.2) = 0.8.

Let X denote the binomial variate. Then, the required distribution is

P(X = r) = \({ }^n C_r \cdot p^r \cdot q^{(n-r)}={ }^5 C_r \cdot(0.2)^r \cdot(0.8)^{(5-r)} \text {, }\) where r = 0,1,2,3,4,5.

Example 15. The sum and the product of the mean and variance of a binomial distribution are 24 and 128 respectively. Find the distribution.

Solution:

We have np + npq – 24 and np x npq = 128

⇔ (np)( 1 + q) = 24 and n²p² x q = 128

⇔ n²p² = \(\frac{576}{(1+q)^2}\) and n²p² x q =128

⇔ \(\frac{576}{(1+q)^2}=\frac{128}{q}\)

⇔ 2(1 + q² + 2q) = 9q

⇔ 2q²-5q + 2 = 0

⇔ (2q – 1)(q – 2) = 0

⇔ q = \(\frac{1}{2}\) ⇔ q = 2

∴ p = (1-q) = (1-\(\frac{1}{2}\)) = \(\frac{1}{2}\)

Now, np(1+q) = 24

⇔ n x \(\frac{1}{2}\)(1+\(\frac{1}{2}\)) = 24

⇔ n = 32

Hence, the requied probability distribution is given by P(X=r) = \({ }^{32} C_r \cdot\left(\frac{1}{2}\right)^{32}\)

Example 16. In a binomial distribution, prove that mean > variance.

Solution:

Let X be a binomial variate with parameters n and p.

Then, mean = np and variance = npq.

∴ (mean)- (variance) = (np- npq) = np(1 -q) = np²> 0 [(1- q) = p and np²>0 as n∈N]

⇒ [(mean)- (variance)] > 0

⇒ mean > variance.

Hence, mean > variance.

Example 17. A die is tossed thrice. Getting an even number is considered a success. What is the variance of the binomial distribution?

Solution:

Here, n = 3.

Let p = probability of getting an even number in a single throw

⇒ p = \(\frac{3}{6}\) = \(\frac{1}{2}\)

⇒ q = (1-p) = (1-\(\frac{1}{2}\)) = \(\frac{1}{2}\)

∴ variance = npq = (3x\(\frac{1}{2}\)x\(\frac{1}{2}\)0 = \(\frac{3}{4}\)

Example 18. A die is rolled 20 times. Getting a number greater than 4 is a success. Find the mean and variance of the number of successes.

Solution:

In a single throw of a die, we have

p = probability of getting a number greater than 4 = \(\frac{2}{6}\) = \(\frac{1}{3}\)

∴ q = (1-p) = (1-\(\frac{1}{3}\)) = \(\frac{2}{3}\)

Also, n = 20 (given).

∴ mean = np =(20x\(\frac{1}{3}\))= 6.67, and

variance = npq =(20x\(\frac{1}{3}\)x\(\frac{2}{3}\))= 4.44.

Example 19. A die is tossed 180 times. Find the expected number (μ) of times the face with the number 5 will appear. Also, find the standard deviation (σ), and variance (σ²).

Solution:

In a single throw of a die, S = {1, 2, 3, 4, 5 6}.

p = (probability of getting the number 5) = \(\frac{1}{6}\)

∴ q = (1-p) = (1-\(\frac{1}{6}\)) = \(\frac{5}{6}\)

Thus, n = 180, p = \(\frac{1}{6}\) and q = \(\frac{5}{6}\)

∴ μ = np = (180x\(\frac{1}{6}\))=30.

Variance =  σ² = npq = (l80x\(\frac{1}{6}\)x\(\frac{5}{6}\)) = 25

Standard deviation = σ = √25 = 5

Binomial Distribution Exercise

Question 1. A coin is tossed 6 times. Find the probability of getting at least 3 heads.

Solution: 21/32

Hint: In a single toss, P(H) 1/2 and P(not H) = 1/2

⊂ p = 1/2, q = 1/2 and n = 6.

Let X show the number of heads. Then,

P(X= r) = \({ }^n C_r \cdot p^r \cdot q^{(n-r)}={ }^6 C_r\left(\frac{1}{2}\right)^6 .\)

Required probability = P(X= 3) +P(X= 4) +P(X= 5) +P(X= 6).

Question 2. A coin is tossed 5 times. What is the probability that a head appears an even number of times?

Solution: 1/2

Hint: Here,p = 1/2, q = 1/2 and n = 5

Let X show the number of heads. Then,

P(X=r) = \({ }^n C_r \cdot p^r \cdot q^{(n-n)}={ }^5 C_r\left(\frac{1}{2}\right)^5\).

Required probability=P(X= 0) + P(X= 2) + P(X= 4)

Question 3. 7 coins are tossed simultaneously. What is the probability that a tail appears an odd number of times?

Solution: 1/2

Hint: 7 coins being tossed simultaneously is the same as one coin being tossed 7 times.

∴ p = 1/2, q = 1/2 and n = 7.

Let X show the number of tails. Then,

P(X= r) = \({ }^n C_r \cdot p^r \cdot q^{n-r}={ }^7 C_r \cdot\left(\frac{1}{2}\right)^7\)

Required probability=P(X= 1) +P(X= 3) + P(X= 5) + P(X= 7).

Question 4. A coin is tossed 6 times. Find the probability of getting

  1. Exactly 4 heads
  2. At least 1 head
  3. At most 4 heads.

Solution:

  1. 15/64
  2. 63/64
  3. 57/64

Hint: P(a head) = 1/2 and P(not a head) = 1/2

∴ p = 1/2, q=2 and n = 6.

∴ P(X =r) = \({ }^n C_r \cdot p^r \cdot q^{(n-r)}={ }^6 C_r \cdot\left(\frac{1}{2}\right)^6 .\)

1. P(exactly 4 heads) = \({ }^6 C_4 \cdot\left(\frac{1}{2}\right)^6\)

2. P(at least1 head) =1- P(no head)

=1- P(0 head) = \(1-P(0 \text { head })=\left[1-{ }^6 C_0 \cdot\left(\frac{1}{2}\right)^6\right]\)

3. P(at the most 4 heads) = P(4 or less than 4 heads)

= 1-P[5 heads or 6 heads] = \(1-\left[\left({ }^6 C_5+{ }^6 C_6\right)\left(\frac{1}{2}\right)^6\right] .\)

Question 5. 10 coins are tossed simultaneously. Find the probability of getting

  1. Exactly 3 heads
  2. Not more than 4 heads
  3. At least 4 heads.

Solution:

  1. 15/128
  2. 193/512
  3. 53/64

Hint: 10 coins being tossed simultaneously is the same as one coin being tossed 10 times.

P(X=r) = \({ }^n C_r \cdot p^r \cdot q^{(n-r)}={ }^{10} C_r \cdot\left(\frac{1}{2}\right)^{10}\)

1. P(exactly 3 heads) = \({ }^{10} C_3 \cdot\left(\frac{1}{2}\right)^{10} .\)

2. P(not more than 4 heads)

= P(X ≤ 4)

= P(X = 0) + P(X = 1) + P(X = 2) + P(X = 3) + P(X = 4)

= \(\left({ }^{10} C_0+{ }^{10} C_1+{ }^{10} C_2+{ }^{10} C_3+{ }^{10} C_4\right)\left(\frac{1}{2}\right)^{10}\)

3. P(at least 4 heads)

= P(4 heads or 5 heads or … or 10 heads)

= 1- P(0 head or 1 head or 2 heads or 3 heads)

= 1- [P(X = 0) + P(X = 1) + P(X = 2) + P(X = 3)]

= \(1-\left({ }^{10} C_0+{ }^{10} C_1+{ }^{10} C_2+{ }^{10} C_3\right)\left(\frac{1}{2}\right)^{10}\)

Question 6. A die is thrown 6 times. If getting an even number is a success, find the probability of getting

  1. Exactly 5 successes
  2. At least 5 successes
  3. At most 5 successes.

Solution:

  1. 3/32
  2. 7/64
  3. 63/64

Hint: p = \(\frac{3}{6}=\frac{1}{2}, q=\left(1-\frac{1}{2}\right)=\frac{1}{2} \text { and } n=6 . \)

P(X=r)= \({ }^n C_r \cdot p^r \cdot q^{n-r}={ }^6 C_5\left(\frac{1}{2}\right)^6\)

1. P(exactly 5 successes) = \({ }^n C_r \cdot p^r \cdot q^{n-r}={ }^6 C_5\left(\frac{1}{2}\right)^6\)

2. P(at least 5 successes) = P[(5 successes) or (6 successes)]

\(\left({ }^6 C_5+{ }^6 C_6\right)\left(\frac{1}{2}\right)^6\)

3. P(at most 5 successes) = P[0 or 1 or 2 or 3 or 5 successes]

= 1- P(6 successes) = \(\left[1-{ }^6 C_6 \cdot\left(\frac{1}{2}\right)^6\right]\)

Question 7. A die is thrown 4 times. “Getting a 1 or a 6” is considered a success. Find the probability of getting

  1. Exactly 3 successes
  2. At least 2 successes
  3. At most 2 successes.

Solution:

  1. 8/81
  2. 11/27
  3. 8/9

Hint: p= \(\frac{2}{6}=\frac{1}{3}, q=\left(1-\frac{1}{3}\right)=\frac{2}{3}\) and n=4.

P(X=r)= \({ }^n C_r \cdot p^r \cdot q^{(n-r)}={ }^4 C_r \cdot\left(\frac{1}{3}\right)^r \cdot\left(\frac{2}{3}\right)^{(4-r)}\).

1. P(exactly 3 successes)= \({ }^4 C_3 \cdot\left(\frac{1}{3}\right)^3 \cdot\left(\frac{2}{3}\right)^1\)

2. P(at least 2 successes) = [P(X = 2) or P(X = 3) or P(X = 4)] =1-[P(X = 0) + P(X=1)].

3. P(at most 2 successes) = P[(X = 0) or (X = l) or (X = 2)].

Question 8. Find the probability of a 4 turning up at least once in two tosses of a fair die.

Solution: 11/36

Hint: p= \(\frac{1}{6}, q=\left(1-\frac{1}{6}\right)=\frac{5}{6}\) and n=2.

P(X=r)= \({ }^n C_r \cdot p^r \cdot q^{(n-n)}={ }^2 C_r \cdot\left(\frac{1}{6}\right)^r \cdot\left(\frac{5}{6}\right)^{(2-r)}\).

P[at least one 4] = P(X=1 or X=2) = P(X =1) + P(X = 2)

Question 9. A pair of dice is thrown 4 times. If “getting a doublet’ is considered a success, find the probability of getting 2 successes.

Solution: 25/216

Hint: p= \(\frac{6}{36}=\frac{1}{6}, q=\left(1-\frac{1}{6}\right)=\frac{5}{6} \text { and } n=4 . \)

P(X=r)= \({ }^n C_r \cdot p^r \cdot q^{(n-r)}={ }^4 C_r \cdot\left(\frac{1}{6}\right)^r \cdot\left(\frac{5}{6}\right)^{(4-r)}\)

∴ P(X=2)= \({ }^4 C_2 \cdot\left(\frac{1}{6}\right)^2 \cdot\left(\frac{5}{6}\right)^2\).

Question 10. A pair of dice is thrown 7 times. If ‘getting a total of 7’ is considered a success, find the probability of getting

  1. No success
  2. Exactly 6 successes
  3. At least 6 successes
  4. At most 6 successes.

Solution:

  1. (5/6)²
  2. 35/67
  3. 1/65
  4. (1-1/67)

Hint: Let E={(1,6),(2,5),(3,4),(4,3),(5,2),(6,1)}.

∴ p= \(\frac{6}{36}=\frac{1}{6}, q=\left(1-\frac{1}{6}\right)=\frac{5}{6}\), n=7

P(X=r)= \({ }^n C_r \cdot p^r \cdot q^{(n-r)}={ }^7 C_r \cdot\left(\frac{1}{6}\right)^r \cdot\left(\frac{5}{6}\right)^{(7-r)}\)

1. P(X=0)= \({ }^7 C_0 \cdot\left(\frac{5}{6}\right)^7\).

2. P(X=6)= \({ }^7 C_6 \cdot\left(\frac{1}{6}\right)^6 \cdot\left(\frac{5}{6}\right)\).

3. P(at least 6 successes)=P(6 successes or 7 successes)

= P(X=6)+P(X=7)

= \({ }^7 C_6 \cdot\left(\frac{1}{6}\right)^6 \cdot\left(\frac{5}{6}\right)+{ }^7 C_7 \cdot\left(\frac{1}{6}\right)^7\)

4. P(at most 6 successes)= P(X \≤ 6)

=[1-P(X=7)]= \(1-{ }^7 C_7 \cdot\left(\frac{1}{6}\right)^7\)

Question 11. There are 6% defective items in a large bulk of items. Find the probability that a sample of 8 items will include not more than one defective item.

Solution: (47/50)7x(71/50)

Hint: p= \(\frac{6}{100}=\frac{3}{50}, q=\left(1-\frac{3}{50}\right)=\frac{47}{50} \text { and } n=8 \text {. }\)

P(X=r)= \({ }^n C_r \cdot p^r \cdot q^{(n-r)}={ }^8 C_r \cdot\left(\frac{3}{50}\right)^r \cdot\left(\frac{47}{50}\right)^{(8-r)}\)

Required probability = P(0 defective or 1 defective)

=P(X=0)+P(X=1) = \({ }^8 C_0 \cdot\left(\frac{47}{50}\right)^8+{ }^8 C_1 \cdot\left(\frac{3}{50}\right)\left(\frac{47}{50}\right)^7 . \)

Question 12. In a box containing 60 bulbs, 6 are defective. What is the probability that out of a sample of 5 bulbs

  1. None is defective,
  2. Exactly 2 are defective?

Solution:

  1. (9/10)5
  2. 729/10000

Hint: p = \(\frac{6}{60}=\frac{1}{10}, q=\left(1-\frac{1}{10}\right)=\frac{9}{10}\) and n=5

P(X=r)= \({ }^n C_r \cdot p^r \cdot q^{n-r}={ }^5 C_r \cdot\left(\frac{1}{10}\right)^r \cdot\left(\frac{9}{10}\right)^{(5-r)}\)

1. P(none is defective)= \(P(X=0)={ }^5 C_0 \cdot\left(\frac{9}{10}\right)^5\).

2. P(exactly 2 are defective)= \(P(X=2)={ }^5 C_2 \cdot\left(\frac{1}{10}\right)^2 \cdot\left(\frac{9}{10}\right)^3\).

Question 13. The probability that a bulb produced by a factory will fuse after 6 months of use is 0.05. Find the probability that out of 5 such bulbs

  1. None will fuse after 6 months of use
  2. At least one will fuse after 6 months of use
  3. Not more than one will fuse after 6 months of use.

Solution:

  1. (19/20)5
  2. 1-(19/20)5
  3. (19/20)4x(6/5)

Hint: p= \(\frac{1}{20}, q=\left(1-\frac{1}{20}\right)=\frac{19}{20}\) and n=5.

P(X=r)= \({ }^n C_r \cdot p^r \cdot q^{(n-n)}={ }^5 C_r \cdot\left(\frac{1}{20}\right)^r \cdot\left(\frac{19}{20}\right)^{(5-r)}\)

1. P(X=0)= \({ }^5 C_0 \cdot\left(\frac{19}{20}\right)^5\).

2. \(P(X≥1)=1-P(X<1)=1-P(X=0)\)

= \(1-{ }^5 C_0 \cdot\left(\frac{19}{20}\right)^5\) \text

3. \(P(X \leq 1)=P(X=0)+P(X=1)\)

= \({ }^5 C_0 \cdot\left(\frac{19}{20}\right)^5+{ }^5 C_1 \cdot\left(\frac{1}{20}\right)\left(\frac{19}{20}\right)^4\)

Question 14. In the items produced by a factory, there are 10% defective items. A sample of 6 items is randomly chosen. Find the probability that this sample contains

  1. Exactly 2 defective items,
  2. Not more than 2 defective items,
  3. At least 3 defective items.

Solution:

  1. 3/20 x (9/10)4
  2. 3/2 x (19/20)4
  3. 1-[3/2x(19/20)4]

Hint: p= \(\frac{10}{100}\)=\(\frac{1}{10}\), q= \(\left(1-\frac{1}{10}\right)\)=\(\frac{9}{10}\) and n=6

P(X=r)= \({ }^n C_r \cdot p^r \cdot q^{(n-r)}={ }^6 C_r \cdot\left(\frac{1}{10}\right)^r \cdot\left(\frac{9}{10}\right)^{(6-n)}\)

1. P(X=2)= \({ }^6 C_2 \cdot\left(\frac{1}{10}\right)^2 \cdot\left(\frac{9}{10}\right)^4\).

2. \(P(X \leq 2)={ }^6 C_0 \cdot\left(\frac{9}{10}\right)^6+{ }^6 C_1 \cdot \frac{1}{10} \times\left(\frac{9}{10}\right)^5+{ }^6 C_2 \cdot \frac{1}{100} \times\left(\frac{9}{10}\right)^4\).

3. P(X≥3)=1-P(X<3)=1-P(X≤2)

Question 15. Assume that on average one telephone number out of 15, called between 3 p.m. and 4 p.m. on weekdays, will be busy. What is the probability that if six randomly selected telephone numbers are called, at least 3 of them will be busy?

Solution: 1-(14/15)4 .(59/45)

Hint: p= \(\frac{1}{15}, q=\left(1-\frac{1}{15}\right)=\frac{14}{15} \text { and } n=6\)

P(X=r)= \({ }^n C_r \cdot p^r \cdot q^{(n-n}={ }^6 C_r \cdot\left(\frac{1}{15}\right)^r \cdot\left(\frac{14}{15}\right)^{(6-n)} \text {. }\)

P(X≥3)=1-P(X<3)=1-[P(X=0)+P(X=1)+P(X=2)]

= \(1-\left[{ }^6 C_0 \cdot\left(\frac{14}{15}\right)^6+{ }^6 C_1 \cdot\left(\frac{1}{15}\right) \cdot\left(\frac{14}{15}\right)^5+{ }^6 C_2 \cdot\left(\frac{1}{15}\right)^2 \cdot\left(\frac{14}{15}\right)^4\right]\)

= \(1-\left(\frac{14}{15}\right)^4\left(\frac{59}{45}\right)\)

Question 16. Three cars participate in a race. The probability that any one of them has an accident is 0.1. Find the probability that all the cars reach the finishing line without any accident.

Solution: 729/1000

Hint: p= \(\frac{1}{10}, q=\left(1-\frac{1}{10}\right)=\frac{9}{10} \text { and } n=3 \)

P(X=r)= \({ }^n C_r \cdot p^r \cdot q^{(n-n)}={ }^3 C_r \cdot\left(\frac{1}{10}\right)^r \cdot\left(\frac{9}{10}\right)^{\beta-n}\)

P(X=0)= \({ }^3 C_0 \cdot\left(\frac{9}{10}\right)^3\)

Question 17. Past records show that 80% of the operations performed by a certain doctor were successful. If he performs 4 operations in a day, what is the probability that at least 3 operations will be successful?

Solution: 512/625

Hint: p= \(\frac{80}{100}=\frac{4}{5}, q=\left(1-\frac{4}{5}\right)=\frac{1}{5} \text { and } n=4 \text {. }\)

P(X=r)= \({ }^n C_r \cdot p^r \cdot q^{(n-n)}={ }^4 C_r \cdot\left(\frac{4}{5}\right)^r \cdot\left(\frac{1}{5}\right)^{(4-n)} \text {. }\)

P(X≥3)=P(X=3)+P(X=4)

= \(\left[{ }^4 C_3 \cdot\left(\frac{4}{5}\right)^3 \cdot\left(\frac{1}{5}\right)+{ }^4 C_4 \cdot\left(\frac{4}{5}\right)^4\right]\)

Question 18. The probability of a man hitting a target is (1/4). If he fires 7 times, what is the probability of his hitting the target at least twice?

Solution: 4547/8192

Hint: p=\(\frac{1}{4}, q=\left(1-\frac{1}{4}\right)=\frac{3}{4}\) and n=7

P(X=r)=\({ }^n C_r \cdot p^r \cdot q^{(n-n}={ }^7 C_r \cdot\left(\frac{1}{4}\right)^r \cdot\left(\frac{3}{4}\right)^{(n-n)}\)

P(X≥2)=1-P(X<2) =1-P[(X = 0) or (X=1)] =1-[P(X = 0) + P(X=1)].

Question 19. In a hurdles race, a player has to cross 10 hurdles. The probability that he will clear each hurdle is (5/6). What is the probability that he will knock down fewer than 2 hurdles?

Solution: \(\frac{5^{10}}{\left(2 \times 6^9\right)}\)

Hint: p=P(knocking down 1 hurdle)= \(\left(1-\frac{5}{6}\right)=\frac{1}{6}\), q=\(\frac{5}{6}\) and n=10.

P(X=r)= \({ }^n C_r \cdot p^r \cdot q^{(n-r)}={ }^{10} C_r \cdot\left(\frac{1}{6}\right)^r \cdot\left(\frac{5}{6}\right)^{(10-r)}\)

P(X<2)=P(X=0)+P(X=1)

= \(\left[{ }^{10} C_0 \cdot\left(\frac{5}{6}\right)^{10}+{ }^{10} C_1 \cdot\left(\frac{1}{6}\right)^1 \cdot\left(\frac{5}{9}\right)^9\right]\)

Question 20. A man can hit a bird, once in 3 shots. On this assumption he fires 3 shots. What is the chance that at least one bird is hit?

Solution: 19/27

Hint: p = \(\frac{1}{3}\), q= \(\left(1-\frac{1}{3}\right)=\frac{2}{3}\) and n=3.

P(X=r)= \({ }^n C_r \cdot p^r \cdot q^{(n-r)}={ }^3 C_r \cdot\left(\frac{1}{3}\right)^r \cdot\left(\frac{2}{3}\right)^{(3-r)} \cdot\)

⇒ \(P(X \geq 1) =P(X=1)+P(X=2)+P(X=3)\)

= \(\left[{ }^3 C_1 \times \frac{1}{3} \times\left(\frac{2}{3}\right)^2\right]+\left[{ }^3 C_2 \times\left(\frac{1}{3}\right)^2 \times \frac{2}{3}\right]+\left[{ }^3 C_3 \times\left(\frac{1}{3}\right)^3\right]\)

= \(\left(\frac{4}{9}+\frac{2}{9}+\frac{1}{9}\right)=\frac{7}{9}\)

Question 21. If the probability that a man aged 60 will live to be 70 is 0.65, what is the probability that out of 10 men, now 60, at least 8 will live to be 70?

Solution: 0.2615

Hint: \(P(X \geq 8)=P(X=8)+P(X=9)+P(X=10)\)

= \(\left[{ }^{10} C_8 \cdot\left(\frac{13}{20}\right)^8 \cdot\left(\frac{7}{20}\right)^2+{ }^{10} C_9 \cdot\left(\frac{13}{20}\right)^9 \cdot\left(\frac{7}{20}\right)+{ }^{10} C_{10} \cdot\left(\frac{13}{20}\right)^{10}\right]\)

= \(\left[{ }^{10} C_2 \cdot\left(\frac{13}{20}\right)^8 \cdot \frac{49}{400}+{ }^{10} C_1 \cdot\left(\frac{13}{20}\right)^9 \cdot \frac{7}{20}+\left(\frac{13}{20}\right)^{10}\right] \text {. }\)

∴ P=\(\left(\frac{13}{20}\right)^8 \cdot\left[\frac{441}{80}+\frac{91}{40}+\frac{169}{400}\right]=\left[\left(\frac{13}{20}\right)^8 \times \frac{821}{100}\right] \text {. }\)

⇒ \(\log P=[8(\log 13-\log 20)+\log 821-\log 100]\)

=[-1.4968+2.9143-2]=-0.5825 = \(\overline{1}\).4175

⇒ P= antilog \((\overline{1} .4175)\)

Question 22. A bag contains 5 white, 7 red, and 8 black balls. If four balls are drawn one by one with replacement, what is the probability that

  1. None is white,
  2. All are white,
  3. At least one is white.

Solution:

  1. 81/256
  2. 1/256
  3. 175/256

Hint:

P(white)=\(\frac{5}{20}=\frac{1}{4}, P(\text { non-white })=\frac{3}{4}\)

∴ p= \(\frac{1}{4}, q=\frac{3}{4} \text { and } n=4\)

P(X=r)=\({ }^n C_r \cdot p^r \cdot q^{(n-r)}={ }^4 C_r \cdot\left(\frac{1}{4}\right)^r \cdot\left(\frac{3}{4}\right)^{(4-r)}\)

1. P(X=0)= \({ }^4 C_0 \cdot\left(\frac{3}{4}\right)^4\).

2. P(X=4)=\({ }^4 C_4 \cdot\left(\frac{1}{4}\right)^4\).

3. \(P(X \geq 1)=1-P(X<1)=1-P(X=0)\).

Question 23. A policeman fires 6 bullets at a burglar. The probability that the burglar will be hit by a bullet is 0.6. What is the probability that the burglar is still unhurt?

Solution: 0.004096

Hint: p=\(\frac{6}{10}=\frac{3}{5}, q=\left(1-\frac{3}{5}\right)=\frac{2}{5}\) and n=6.

P(X=r)= \({ }^n C_r \cdot p^r \cdot q^{(n-r)}={ }^6 C_r \cdot\left(\frac{3}{5}\right)^r \cdot\left(\frac{2}{5}\right)^{(6-r)}\)

∴ P(X=0)= \({ }^6 C_0 \cdot\left(\frac{2}{5}\right)^6\)

Question 24. A die is tossed thrice. A success is 1 or 6 on a toss. Find the mean and variance of successes.
Solution: μ = 1, σ² = 2/3

Hint: p= \(\frac{2}{6}=\frac{1}{3}, q=\left(1-\frac{1}{3}\right)=\frac{2}{3} \text { and } n=3\)

∴ μ= np and σ²= npq

Question 25. A die is thrown 100 times. Getting an even number is considered a success. Find the mean and variance of sucess.

Solution: μ = 50, σ² = 25

Question 26. Determine the binomial distribution whose mean is 9 and variance is 6.

Solution: \({ }^{27} C_r \cdot\left(\frac{1}{3}\right)^r \cdot\left(\frac{2}{3}\right)^{(27-r)}, \text { where } r=0,1,2,3, \ldots, 27\)

Question 27. Find the binomial distribution whose mean is 5 and variance is 2.5.

Solution: \({ }^{10} C_r \cdot\left(\frac{1}{2}\right)^r \cdot\left(\frac{1}{2}\right)^{(10-r)}, 0 \leq r \leq 10\)

Question 28. The mean and variance of a binomial distribution are 4 and (4/3) respectively. Find P(X≥1).

Solution: 728/729

Hint: \(\left(n p=4 \text { and } n p q=\frac{4}{3}\right) \Rightarrow q=\frac{1}{3}\)

∴ p=(1-q)=\(\left(1-\frac{1}{3}\right)=\frac{2}{3}\)

and \(n=\frac{4}{p}=\left(4 \times \frac{3}{2}\right)=6 \)

∴ P(X=r)=\({ }^n C_r \cdot p^r \cdot q^{(n-r)}\)

= \(P(X \geq 1)=1-P(X=0) \cdot\left(\frac{2}{3}\right)^r \cdot\left(\frac{1}{3}\right)^{(6-r)}\)

= \(1-{ }^6 C_0 \cdot\left(\frac{2}{3}\right)^0 \cdot\left(\frac{1}{3}\right)^6\)

= \(\left(1-\frac{1}{3^6}\right)=\frac{728}{729}\)

Question 29. For a binomial distribution, the mean is 6 and the standard deviation is √2 ‘. Find the probability of getting 5 successes.

Solution: \({ }^9 C_5 \cdot\left(\frac{2}{3}\right)^5 \cdot\left(\frac{1}{3}\right)^4\)

Hint: np = 6 and npq = 2

⇒ q = \(\frac{1}{3}\) and p = \(\frac{2}{3}\)

⇒ \(\left(n \times \frac{2}{3}\right)=6 \Rightarrow n=\left(6 \times \frac{3}{2}\right)=9\)

∴ \(P(5 \text { successes })={ }^9 C_5 \cdot\left(\frac{2}{3}\right)^5 \cdot\left(\frac{1}{3}\right)^4\)

Question 30. In a binomial distribution, the sum and the product of the mean and the variance are (25/3) and (50/3) respectively. Find the distribution.

Solution: \({ }^{15} C_r \cdot\left(\frac{1}{3}\right)^r \cdot\left(\frac{2}{3}\right)^{(15-r)}\)

Question 31. Obtain the binomial distribution whose mean is 10 and the standard deviation is 2√2.

Solution: \({ }^{50} C_r \cdot\left(\frac{1}{5}\right)^r \cdot\left(\frac{4}{5}\right)^{(50-r)}, 0 \leq r \leq 50\)

Question 32. Bring out the fallacy, if any, in the following statement: ‘The mean of a binomial distribution is 6 and its variance is 9’.

Solution: The probability of getting a failure (i.e., q) cannot be greater than1

Hint: np = 6 and npq = 9

⇒ q = \(\frac{n p q}{n p}=\frac{9}{6}=\frac{3}{2}\)

But, q cannot be greater than 1.

WBCHSE Solutions For Class 12 Maths Probability Distribution

Probability Distribution

Random Variable Let S be the sample space associated with a given random experiment.

A real-valued function X which assigns a unique real number X(w) to each w ∈ S, is called a random variable. A random variable that can assume only a finite number of values is called a discrete random variable.

Example: Suppose that a coin is tossed twice.

Then, sample space S = {TT, HT, TH, HH}

Consider a real-valued function X on S, defined by X: S → R: X(w) = number of heads in w, for all w ∈ S.

Then, X is a random variable such that X(TT) = 0, X(HT) = 1, X(TH) = 1 and X(HH) = 2.

Clearly, range (X) = {0,1, 2}.

Read and Learn More WBCHSE Solutions For Class 12 Maths

Probability Distribution of a Random Variable: A description giving the values of a random variable along with the corresponding probabilities is called the probability distribution of the random variable.

If a random variable X takes the values x1,x2, …,xn with respective probabilities p1, p2,……,pn then the probability distribution of X is given by

Class 12 Maths Probability Distribution Mean And Variance And Standard Deviation Of Number Of tails In Two Tosses Of A Coin

 

Remark: The above probability distribution of X is defined only when

  1. each pi ≥0
  2. \(\sum_{i=1}^n p_i=1\)

Mean and Variance of Random Variables

 

Let a random variable X assume values x1, x2,… ,xn with probabilities p1, p2,…..,pn respectively such that each pi ≥ 0 and \(\sum_{i=1}^n p_i=1 .\). Then mean of X, denoted by μ [or expected value of X, denoted by E(X)], is defined as

∴ \(\mu=E(X)=\sum_{i=1}^n x_i p_i\)

And, the variance, denoted by σ², is defined as \(\sigma^2=\left(\Sigma x_i^2 p_i-\mu^2\right)\)

Standard deviation, σ is given by \(\sigma=\sqrt{\text { variance }}.\)

Probability Distribution Solved Examples

Example 1. Find the mean, variance, and standard deviation of the number of tails in two tosses of a coin.
Solution:

WBCHSE Solutions For Class 12 Maths Probability Distribution

 

Class 12 Maths Probability Distribution Mean And Variance And Standard Deviation Of Number Of tails In Two Tosses Of A Coin

∴ mean, \(\mu =\Sigma x_i p_i=\left(0 \times \frac{1}{4}\right)+\left(1 \times \frac{1}{2}\right)+\left(2 \times \frac{1}{4}\right)=1\)

Variance, \(\sigma^2=\Sigma x_i^2 p_i-\mu^2\)

= \(\left[\left(0 \times \frac{1}{4}\right)+\left(1 \times \frac{1}{2}\right)+\left(4 \times \frac{1}{4}\right)\right]-1^2\) = \(\frac{1}{2}\) .

Standard deviation, \(\sigma=\frac{1}{\sqrt{2}} \times \frac{\sqrt{2}}{\sqrt{2}}=\frac{\sqrt{2}}{2}=\frac{1.414}{2}=0.707\).

Example 2. Find the mean, variance, and standard deviation of the number of heads when three coins are tossed.
Solution:

Here, S = [TTT, TTH, THT, HTT, THH, HFH, HHT, HHH).

∴ n(S) = 8.

So, every single outcome has a probability 1/8

Let X = number of heads in tossing three coins.

The number of heads may be 0,1,2, or 3.

So, the possible values of X are 0,1,2,3.

P(X = 0) = P(getting no head) = P(TTT) = \(\frac{1}{8}\)

P(X = 1) = P(getting 1 head) = P(TTH or THT or HTT) = \(\frac{3}{8}\)

P(X = 2) = P( getting 2 heads) = P(THH, HTH, HHT) = \(\frac{3}{8}\)

P(X = 3) = P(getting 3 heads) = P(HHH) = \(\frac{1}{8}\)

Thus, we have the following probability distribution:

 

Class 12 Maths Probability Distribution Mean And Variance Of Number Of Heads When Three Coins Are Tossed

 

∴ mean \(\mu=\Sigma x_i p_i=\left(0 \times \frac{1}{8}\right)+\left(1 \times \frac{3}{8}\right)+\left(2 \times \frac{3}{8}\right)+\left(3 \times \frac{1}{8}\right)=\frac{3}{2}\)

Variance, \(\sigma^2=\Sigma x_i^2 p_i-\mu^2\)

= \(\left[\left(0 \times \frac{1}{8}\right)+\left(1 \times \frac{3}{8}\right)+\left(4 \times \frac{3}{8}\right)+\left(9 \times \frac{1}{8}\right)-\frac{9}{4}\right]=\frac{3}{4}\).

Standard deviation, \(\sigma=\frac{\sqrt{3}}{2}\).

Example 3. A die is tossed once. If the random variable X is defined as X = 1, if the die results in an even number, X = 0, if the die results in an odd number then find the mean and variance of X.
Solution:

In tossing a die once, the sample space is given by S = {1,2,3,4,5,6}.

∴ P(getting an even number) = \(\frac{3}{6}\) = \(\frac{1}{2}\)

P(getting an odd number) = \(\frac{3}{6}\) = \(\frac{1}{2}\)

As given, X takes the value 0 or 1.

P(X = 0) = P(getting an odd number) = \(\frac{1}{2}\)

P(X = 1) = P(getting an even number) = \(\frac{1}{2}\)

Thus, the probability distribution of X is given by

Class 12 Maths Probability Distribution Mean And Variance Of x And A Die Is Tossed Once

 

∴ mean, \(\mu=\Sigma x_i p_i=\left(0 \times \frac{1}{2}\right)+\left(1 \times \frac{1}{2}\right)=\frac{1}{2}\)

Variance, \(\sigma^2=\Sigma x_i^2 p_i-\mu^2\)

= \(\left(0 \times \frac{1}{2}\right)+\left(1 \times \frac{1}{2}\right)-\left(\frac{1}{2}\right)^2=\left(\frac{1}{2}-\frac{1}{4}\right)=\frac{1}{4}\)

Example 4. Find the mean, variance, and standard deviation of the number of sixes in two tosses of a die.
Solution:

In a single toss, we have a probability of getting a six = \(\frac{1}{6}\), and

Probability of getting a non-six = (1-\(\frac{1}{6}\)) = \(\frac{5}{6}\)

Let X denote the number of sixes in two tosses.

Then, clearly X can assume the value 0,1, or 2.

P(X = 0) = P[(non-six in the 1st draw) and (non-six in the 2nd draw)]

= P(non-six in the 1st draw) x P(non-six in the 2nd draw)

= (\(\frac{5}{6}\)x\(\frac{5}{6}\) = \(\frac{25}{36}\)

P(X=1)= P[(six in the 1st draw and non-six in the 2nd draw) or (non-six in the 1st draw and six in the 2nd draw)]

= P(six in the 1st draw and non-six in the 2nd draw) + P(non-six in the 1st draw and six in the 2nd draw)

= \(\left(\frac{1}{6} \times \frac{5}{6}\right)+\left(\frac{5}{6} \times \frac{1}{6}\right)=\left(\frac{5}{36}+\frac{5}{36}\right)=\frac{10}{36}=\frac{5}{18}\)

P(X = 2) = P[six in the 1st draw and six in the 2nd draw]

= P(six in the 1st draw) x P(six in the 2nd draw)

= \(\left(\frac{1}{6} \times \frac{1}{6}\right)=\frac{1}{36}\)

Hence, the probability distribution is given by

Class 12 Maths Probability Distribution Mean And Variance And Standard Deviation Of Number Of Sixes In Two Tosses Of A Die

 

∴ mean, \(\mu=\Sigma x_i p_i=\left(0 \times \frac{25}{36}\right)+\left(1 \times \frac{5}{18}\right)+\left(2 \times \frac{1}{36}\right)=\frac{6}{18}=\frac{1}{3}\).

Variance, \(\sigma^2=\Sigma x_i^2 p_i-\mu^2\)

= \(\left[\left(0 \times \frac{25}{36}\right)+\left(1 \times \frac{5}{18}\right)+\left(4 \times \frac{1}{36}\right)-\frac{1}{9}\right]=\frac{5}{18}\).

Standard deviation, \(\sigma=\sqrt{\frac{5}{18}}=\frac{1}{3} \cdot \sqrt{\frac{5}{2}}\).

Example 5. Two cards are drawn successively with replacement from a well-shuffled pack of 52 cards. Find the mean and variance of the number of kings.
Solution:

Let X be the random variable. Then,

X = number of kings obtained in two draws.

Clearly, X can assume the value 0,1 or 2.

P(drawing a king) = \(\frac{4}{52}\) = \(\frac{1}{13}\)

P(not drawing a king) = (1-\(\frac{1}{13}\)) = \(\frac{12}{13}\)

P(X = 0) = P(not a king in the 1st draw and not a king in the 2nd draw)

= \(\left(\frac{12}{13} \times \frac{12}{13}\right)=\frac{144}{169}\).

P(X = 1) = P(a king in the 1st draw and not a king in the 2nd draw)

or P(not a king in the 1st draw and a king in the 2nd
draw)

= \(\left(\frac{1}{13} \times \frac{12}{13}+\frac{12}{13} \times \frac{1}{13}\right)=\frac{24}{169}\)

P(X = 2) = P(a king in the 1st draw and a king in the 2nd draw)

= \(\left(\frac{1}{13} \times \frac{1}{13}\right)=\frac{1}{169}\)

Hence, the probability distribution is given by

Class 12 Maths Probability Distribution Mean And Variance Of Number Of Kings

 

∴ mean, \(\mu=\Sigma x_i p_i=\left(0 \times \frac{144}{169}\right)+\left(1 \times \frac{24}{169}\right)+\left(2 \times \frac{1}{169}\right)=\frac{2}{13} \text {. }\)

Variance, \(\sigma^2=\Sigma x_i^2 p_i-\mu^2\)

= \(\left[\left(0 \times \frac{144}{169}\right)+\left(1 \times \frac{24}{169}\right)+\left(4 \times \frac{1}{169}\right)-\frac{4}{169}\right]=\frac{24}{169}\)

Example 6. Two cards are drawn simultaneously (or successively without replacement) from a well-shuffled pack of 52 cards. Find the mean and variance of the number of aces.
Solution:

Let X be the random variable.

Then, X denotes the number of aces in a draw of 2 cards.

∴ X can assume the value 0,1 or 2.

Number of ways of drawing 2 cards out of 52 = C(52,2).

P(X = 0) = P(both non-aces, i.e., 2 non-aces out of 48)

= \(\frac{{ }^{48} C_2}{{ }^{52} C_2}=\left(\frac{48 \times 47}{2 \times 1} \times \frac{2}{52 \times 51}\right)=\frac{188}{221}\)

P(X=1)= \(P[(\text { one ace out of } 4) \text { and (one non-ace out of } 48)]\)

= \(\frac{{ }^4 C_1 \times{ }^{48} C_1}{{ }^{52} C_2}=\left(\frac{4 \times 48}{52 \times 51} \times 2\right)=\frac{32}{221}\)

P(X=2)= \(P(\text { both aces })=\frac{{ }^4 C_2}{{ }^{52} C_2}=\left(\frac{4 \times 3}{2 \times 1} \times \frac{2 \times 1}{52 \times 51}\right)=\frac{1}{221}\)

Thus, we have the following probability distribution:

Class 12 Maths Probability Distribution Mean And Variance Of Number Of Aces

 

∴ mean, \(\mu=\Sigma x_i p_i=\left(0 \times \frac{188}{221}\right)+\left(1 \times \frac{32}{221}\right)+\left(2 \times \frac{1}{221}\right)=\frac{2}{13}\)

Variance, \(\sigma^2=\Sigma x_i^2 p_i-\mu^2
=\left(0 \times \frac{188}{221}\right)+\left(1 \times \frac{32}{221}\right)+\left(4 \times \frac{1}{221}\right)-\frac{4}{169}\)

=\(\left(\frac{36}{221}-\frac{4}{169}\right)=\frac{400}{2873}\)

Example 7. Three defective bulbs are mixed with 7 good ones. Let X be the number of defective bulbs when 3 bulbs are drawn at random. Find the mean and variance of X.
Solution:

Let X denote the random variable showing the number of defective bulbs.

Then, X can take the value 0,1,2 or 3.

∴ P(X = 0) = P(none of the bulbs is defective)

= P(all the 3 bulbs are good ones)

= \(\frac{{ }^7 C_3}{{ }^{10} C_3}\)=\(\left(\frac{7 \times 6 \times 5}{3 \times 2 \times 1} \times \frac{3 \times 2 \times 1}{10 \times 9 \times 8}\right)\)=\(\frac{7}{24}\).

P(X=1)=P(1 defective and 2 non-defective bulbs)

= \(\frac{{ }^3 C_1 \times{ }^7 C_2}{{ }^{10} C_3}=\left(3 \times \frac{7 \times 6}{2 \times 1} \times \frac{3 \times 2 \times 1}{10 \times 9 \times 8}\right)=\frac{21}{40}\).

P(X=2)=P(2 defective and 1 good one)

= \(\frac{{ }^3 C_2 \times{ }^7 C_1}{{ }^{10} C_3}=\left(\frac{3 \times 2}{2 \times 1} \times 7 \times \frac{3 \times 2 \times 1}{10 \times 9 \times 8}\right)=\frac{7}{40}\).

P(X=3)=P(3 defective bulbs)

= \(\frac{{ }^3 C_3}{{ }^{10} C_3}=\left(1 \times \frac{3 \times 2 \times 1}{10 \times 9 \times 8}\right)=\frac{1}{120}\).

Thus, the probability distribution is given by

Class 12 Maths Probability Distribution Mean And Variance Of Three Defective Bulbs Are Mixed With 7 Good Ones

 

∴ mean, \(\mu=\Sigma x_i p_i=\left(0 \times \frac{7}{24}\right)+\left(1 \times \frac{21}{40}\right)+\left(2 \times \frac{7}{40}\right)+\left(3 \times \frac{1}{120}\right)=\frac{9}{10}\)

Variance, \(\sigma^2=\Sigma x_i^2 p_i-\mu^2\)

= \(\left(0 \times \frac{7}{24}\right)+\left(1 \times \frac{21}{40}\right)+\left(4 \times \frac{7}{40}\right)+\left(9 \times \frac{1}{120}\right)-\frac{81}{100}\)

= \(\left(\frac{13}{10}-\frac{81}{100}\right)=\frac{49}{100}\).

Example 8. An urn contains 4 white and 3 red balls. Let X be the number of red balls in a random draw of 3 balls. Find the mean and variance of X.
Solution:

When 3 balls are drawn at random, there may be no red ball, 1 red ball, 2 red balls or 3 red balls.

Let X denote the random variable showing the number of red balls in a draw of 3 balls.

Then, X can take the value 0,1,2 or 3.

P(X=0) =P(getting no red ball)

= P(getting 3 white balls)

= \(\frac{{ }^4 C_3}{{ }^7 C_3}=\left(\frac{4 \times 3 \times 2}{3 \times 2 \times 1} \times \frac{3 \times 2 \times 1}{7 \times 6 \times 5}\right)=\frac{4}{35}\)

P(X=1)=P(getting 1 red and 2 white balls)

= \(\frac{{ }^3 C_1 \times{ }^4 C_2}{{ }^7 C_3}=\left(\frac{3 \times 4 \times 3}{2} \times \frac{3 \times 2 \times 1}{7 \times 6 \times 5}\right)=\frac{18}{35} \)

P(X=2) =P(\text { getting } 2 \text { red and } 1 \text { white ball })

= \(\frac{{ }^3 C_2 \times{ }^4 C_1}{{ }^7 C_3}=\left(\frac{3 \times 2}{2 \times 1} \times 4 \times \frac{3 \times 2 \times 1}{7 \times 6 \times 5}\right)=\frac{12}{35}\)

P(X=3)=P(getting 3 red balls)

= \(\frac{{ }^3 C_3}{{ }^7 C_3}=\frac{1 \times 3 \times 2 \times 1}{7 \times 6 \times 5}=\frac{1}{35}\).

Thus, the probability distribution of X is given below.

Class 12 Maths Probability Distribution Mean And Variance Of An Urn Contains 4 White And 3 red Balls

 

∴ mean, \(\mu=\Sigma x_i p_i=\left(0 \times \frac{4}{35}\right)+\left(1 \times \frac{18}{35}\right)+\left(2 \times \frac{12}{35}\right)+\left(3 \times \frac{1}{35}\right)=\frac{9}{7}\)

Variance, \(\sigma^2=\Sigma x_i^2 p_i-\mu^2\)

= \(\left[\left(0 \times \frac{4}{35}\right)+\left(1 \times \frac{18}{35}\right)+\left(4 \times \frac{12}{35}\right)+\left(9 \times \frac{1}{35}\right)-\frac{81}{49}\right]\)

= \(\left(\frac{15}{7}-\frac{81}{49}\right)=\frac{24}{49}\)

Example 9. In a game, 3 coins are tossed. A person is paid Rs 5 if he gets all heads or all tails and he is supposed to pay Rs 3 if he gets one head or two heads. What can he expect to win on an average per game?
Solution:

In tossing 3 coins, the sample space is given by

S = {HHH, HHT, HTH, THH, HTT, THT, TTH, TTT}.

∴ n(S) = 8.

P(getting all heads or all tails) = \(\frac{2}{8}\)=\(\frac{1}{4}\)

P(getting one head or 2 heads) = \(\frac{6}{8}\)=\(\frac{3}{4}\)

Let X = the number of rupees the person gets.

Then, possible values of X are 5 and -3.

P(X=5) = \(\frac{1}{4}\) and P(X=-3) = \(\frac{3}{4}\)

Thus, we have

Class 12 Maths Probability Distribution Mean And Variance In A Game 3 Coins Are Tossed

 

∴ the required expectations = mean, \(\mu=\Sigma x_i p_i \)

= \(\left(5 \times \frac{1}{4}\right)+(-3) \times \frac{3}{4}=-1\),

i.e., he loses Re 1 per toss.

Probability Distribution Exercise

Question 1. Find the mean (μ), variance (σ²), and standard deviation (σ) for each of the following probability distributions:

Class 12 Maths Probability Distribution Mean And Variance And Stabdard Deviation Q1-1

Class 12 Maths Probability Distribution Mean And Variance And Standard Deviation Q1-3

 

 

 

 

Class 12 Maths Probability Distribution Mean And Variance And Standard Deviation Q1-4

Solution:

Mean =1.5, variance=0.56, SD = 0.74

Mean =2, variance=1, SD =1

Mean = -0.8, variance=2.6, SD = 1.612

Mean = 0, variance=1.2, SD=1.095

Question 2. Find the mean and variance of the number of heads when two coins are tossed simultaneously.
Solution: Mean =1, variance=0.5

Hint: S = {HH, HT, TH, TT}.

Let X be the number of heads. Then, X= 0,1 or 2.

P(X= 0) = P(getting no head) = \(\frac{1}{4}\)

P(X= 1) =P(getting1 head) = \(\frac{2}{4}\) = \(\frac{1}{2}\)

P(X= 2) = P(getting 2 heads) = \(\frac{1}{4}\)

Class 12 Maths Probability Distribution Mean And Variance And Standard Deviation Q2

 

Question 3. Find the mean and variance of the number of tails when three coins are tossed simultaneously.
Solution: Mean =1.5, variance=0.75

Class 12 Maths Probability Distribution Mean And Caiancwe Of The nUmber Of Tails Q3

 

Question 4. A die is tossed twice. ‘Getting an odd number on a toss’ is considered a success. Find the probability distribution of a number of successes. Also, find the mean and variance of the number of successes.
Solution: Mean =1, variance=0.5

Hint: In a single toss,

P(success) = P(getting an odd number) = \(\frac{3}{6}\) = \(\frac{1}{2}\), and

P(non-success) = (1-\(\frac{1}{2}\)) = \(\frac{1}{2}\)

Let X be the number of successes. Then, X= 0,1 or 2.

P(X= 0) = P[(non-successin the 1st toss and non-successin the 2nd)]

= \(\left(\frac{1}{2} \times \frac{1}{2}\right)=\frac{1}{4}\).

P(X=1)- P[(successin the 1st toss and non-success in the 2nd) or (non-success in 1st toss and success in the 2nd)]

= \(\left(\frac{1}{2} \times \frac{1}{2}\right)+\left(\frac{1}{2} \times \frac{1}{2}\right)=\frac{1}{2}\)

P(X=2) =P[success in the 1 st toss and success in the 2nd]

= \(\left(\frac{1}{2} \times \frac{1}{2}\right)=\frac{1}{4}\).

Class 12 Maths Probability Distribution Probability Distribution And Mean And Vaisnce Q4

 

Question 5. A die is tossed twice. ‘Getting a number greater than 4’ is considered a success. Find the probability distribution of a number of successes. Also, find the mean and variance of the number of successes.
Solution: Mean=\(\frac{2}{3}\), variance=\(\frac{4}{9}\)

In a single toss, P(success) = and P(non-success) = (1-\(\frac{1}{3}\)) = \(\frac{2}{3}\)

P(X = 0) = P(non-success in the 1st draw and non-success in the second)

= \(\left(\frac{2}{3} \times \frac{2}{3}\right)=\frac{4}{9} \text {. }\)

P(X=1) = P(success in the ls.t toss and non-success in the 2nd) or ( non-success in the 1st toss and success in the 2nd)]

= \(\left(\frac{1}{3} \times \frac{2}{3}\right)+\left(\frac{2}{3} \times \frac{1}{3}\right)=\frac{4}{9}\)

P(X = 2) = P[(success in the 1st toss and success in the 2nd)]

= \(\left(\frac{1}{3} \times \frac{1}{3}\right)=\frac{1}{9}\).

Class 12 Maths Probability Distribution Probability Distribution Mean And Variance Q5

 

Question 6. A pair of dice is thrown 4 times. If getting a doublet is considered a success, find the probability distribution of a number of successes. Also, find the mean and variance of a number of successes.
Solution: Mean=\(\frac{2}{3}\), variance=\(\frac{5}{9}\)

Hint: In a single throw, P(doublet) = 6/36, 1/6, and P(non-doublet) = (1-\(\frac{1}{6}\)) = \(\frac{5}{6}\)

Let X be the number of doublets. Then, X = 0, 1, 2 or 3.

P(X = 0) = P(non-doublet in each case)

= \(P\left(\bar{D}_1 \bar{D}_2 \bar{D}_3 \bar{D}_4\right)=\left(\frac{5}{6} \times \frac{5}{6} \times \frac{5}{6} \times \frac{5}{6}\right)=\frac{625}{1296}\)

P(X=1)= P(one doublet)

= \(P\left(D_1 \bar{D}_2 \bar{D}_3 \bar{D}_4\right) \text { or } P\left(\bar{D}_1 D_2 \bar{D}_3 \bar{D}_4\right) \)

or \(P\left(\bar{D}_1 \bar{D}_2 D_3 \bar{D}_4\right) \text { or } P\left(\bar{D}_1 \bar{D}_2 \bar{D}_3 D_4\right) \)

= \(\left(\frac{1}{6} \times \frac{5}{6} \times \frac{5}{6} \times \frac{5}{6}\right)+\left(\frac{5}{6} \times \frac{1}{6} \times \frac{5}{6} \times \frac{5}{6}\right)+\left(\frac{5}{6} \times \frac{5}{6} \times \frac{1}{6} \times \frac{5}{6}\right)+\left(\frac{5}{6} \times \frac{5}{6} \times \frac{5}{6} \times \frac{1}{6}\right)\)

= \(\left(4 \times \frac{125}{1296}\right)=\frac{125}{324}\)

P(X=2)= P(two doublets)

= \(P\left(D_1 D_2 \bar{D}_3 \bar{D}_4\right) \quad \text { or } P\left(D_1 \bar{D}_2 D_3 \bar{D}_4\right) \text { or } P\left(D_1 \bar{D}_2 \bar{D}_3 D_4\right)\)

or \(P\left(\bar{D}_1 D_2 D_3 \bar{D}_4\right) \text { or } P\left(\bar{D}_1 D_2 \bar{D}_3 D_4\right) \text { or } P\left(\bar{D}_1 \bar{D}_2 D_3 D_4\right)\)

= \(\left(\frac{1}{6} \times \frac{1}{6} \times \frac{5}{6} \times \frac{5}{6}\right)+\left(\frac{1}{6} \times \frac{5}{6} \times \frac{1}{6} \times \frac{5}{6}\right)+\left(\frac{1}{6} \times \frac{5}{6} \times \frac{5}{6} \times \frac{1}{6}\right)\)

+ \(\left(\frac{5}{6} \times \frac{1}{6} \times \frac{1}{6} \times \frac{5}{6}\right)+\left(\frac{5}{6} \times \frac{1}{6} \times \frac{5}{6} \times \frac{1}{6}\right)+\left(\frac{5}{6} \times \frac{5}{6} \times \frac{1}{6} \times \frac{1}{6}\right)\)

= \(\left(6 \times \frac{25}{1296}\right)=\frac{25}{216}\)

P(X=3)= P(three doublets)

= \(P\left(D_1 D_2 D_3 \bar{D}_4\right) \text { or } P\left(D_1 D_2 \bar{D}_3 D_4\right)\)

or \(P\left(D_1 \bar{D}_2 D_3 D_4\right) \text { or } P\left(\bar{D}_1 D_2 D_3 D_4\right)\)

= \(\left(\frac{1}{6} \times \frac{1}{6} \times \frac{1}{6} \times \frac{5}{6}\right)+\left(\frac{1}{6} \times \frac{1}{6} \times \frac{5}{6} \times \frac{1}{6}\right)+\left(\frac{1}{6} \times \frac{5}{6} \times \frac{1}{6} \times \frac{1}{6}\right)+\left(\frac{5}{6} \times \frac{1}{6} \times \frac{1}{6} \times \frac{1}{6}\right)\)

= \(\left(4 \times \frac{5}{1296}\right)=\frac{5}{324} \)

P(X=4)= P(four doublets)=P\left(D_1 D_2 D_3 D_4\right)[/latex]

= \(\left(\frac{1}{6} \times \frac{1}{6} \times \frac{1}{6} \times \frac{1}{6}\right)=\frac{1}{1296}\)

Thus, we have

Class 12 Maths Probability Distribution Mean And Variance Of Number Q6

 

Question 7. A coin is tossed 4 times. Let X denote the number of heads. Find the probability distribution of X. Also, find the mean and variance of X.
Solution: Mean=2, variance=1

In a single throw of a coin, \(P(H)=\frac{1}{2}\) and \(P(\bar{H})=P(T)=\frac{1}{2}\).

Let X show the number of heads. Then, X=0,1,2,3 or 4 .

P(X=0)=P(no head)=\(P\left(\bar{H}_1 \bar{H}_2 \bar{H}_3 \bar{H}_4\right)=\left(\frac{1}{2} \times \frac{1}{2} \times \frac{1}{2} \times \frac{1}{2}\right)=\frac{1}{16} \text {. }\)

P(X=1)=P(one head)= \(P\left(H_1 \bar{H}_2 \bar{H}_3 \bar{H}_4\right) \text { or }\left(\bar{H}_1 H_2 \bar{H}_3 \bar{H}_4\right)\)

or \(P\left(\bar{H}_1 \bar{H}_2 H_3 \bar{H}_4\right) \text { or } P\left(\bar{H}_1 \bar{H}_2 \bar{H}_3 H_4\right) \)

= \(4\left(\frac{1}{2} \times \frac{1}{2} \times \frac{1}{2} \times \frac{1}{2}\right)=\left(4 \times \frac{1}{16}\right)=\frac{1}{4}\)

P(X=2)=P(two heads)= \(P\left(H_1 H_2 \bar{H}_3 \bar{H}_4\right) \text { or } P\left(H_1 \bar{H}_2 H_3 \bar{H}_4\right)\)

or \(P\left(H_1 \bar{H}_2 \bar{H}_3 H_4\right) \text { or } P\left(\bar{H}_1 H_2 H_3 \bar{H}_4\right)\)

or \(P\left(\bar{H}_1 H_2 \bar{H}_3 H_4\right) \text { or } P\left(\bar{H}_1 \bar{H}_2 H_3 H_4\right)\)

= \(\left(6 \times \frac{1}{16}\right)=\frac{3}{8}\)

P(X=3)=P(\text { three heads })=P\left(H_1 H_2 H_3 \bar{H}_4\right) \text { or }\left(H_1 H_2 \bar{H}_3 H_4\right)[/latex]

or \(P\left(H_1 \bar{H}_2 H_3 H_4\right) \text { or } P\left(\bar{H}_1 H_2 H_3 H_4\right)\)

= \(4 \times\left(\frac{1}{2} \times \frac{1}{2} \times \frac{1}{2} \times \frac{1}{2}\right)=\left(4 \times \frac{1}{16}\right)=\frac{1}{4} \text {. }\)

P(X=4)=P(four heads)= \(P\left(H_1 H_2 H_3 H_4\right)=\left(\frac{1}{2} \times \frac{1}{2} \times \frac{1}{2} \times \frac{1}{2}\right)=\frac{1}{16}\).

Thus, we have

Class 12 Maths Probability Distribution Mean And Variancbe Of X Q7

 

Question 8. Let X denote the number of times ‘a total of 9’ appears in two throws of a pair of dice. Find the probability distribution of X. Also, find the mean, variance, and standard deviation of X.
Solution: Mean=\(\frac{2}{9}\), variance=\(\frac{16}{81}\), SD = \(\frac{4}{9}\)

Hint: Let E={(3,6),(6,3),(4,5),(5,4)}. So, n(E)=4.

∴ P(E)= \(\frac{4}{36}=\frac{1}{9}\), and \(P(\bar{E})=\left(1-\frac{1}{9}\right)=\frac{8}{9}\).

Let X be the number of times ‘a total of 9’ appears in 2 throws Then, X=0, 1 or 2.

P(X=0)= \(=P\left(\bar{E}_1 \bar{E}_2\right)=\left(\frac{8}{9} \times \frac{8}{9}\right)=\frac{64}{81}\)

P(X=1)= \(P\left[\left(E_1 \bar{E}_2\right) \text { or }\left(\bar{E}_1 E_2\right)\right]=P\left(E_1 \bar{E}_2\right)+P\left(\bar{E}_1 E_2\right)\)

= \(\left(\frac{1}{9} \times \frac{8}{9}\right)+\left(\frac{8}{9} \times \frac{1}{9}\right)=\frac{16}{81}\)

P(X=2)= \(P\left(E_1 E_2\right)=P\left(E_1\right) \times P\left(E_2\right)=\left(\frac{1}{9} \times \frac{1}{9}\right)=\frac{1}{81}\)

Class 12 Maths Probability Distribution Mean And Varaince Q8

 

Question 9. There are 5 cards, numbered 1 to 5, with one number on each card. Two cards are drawn at random without replacement. Let X denote the sum of the numbers on the two cards drawn. Find the mean and variance of X.
Solution: Mean=6, variance=3

Hint: S ={(1, 2), (1, 3), (1, 4), (1, 5), (2, 1), (2, 3), (2, 4), (2, 5), (3, 1), (3, 2), (3, 4), (3, 5),
(4, 1), (4, 2), (4, 3), (4, 5), (5, 1), (5, 2), (5, 3), (5, 4)}

Then X = 3, 4, 5, 6, 7, 8 and 9.

P(X=3)=\(\frac{2}{20}\)=\(\frac{1}{10}\);

P(X=4)=\(\frac{2}{10}\)=\(\frac{1}{10}\)

P(X=5)=\(\frac{4}{20}\)=\(\frac{1}{5}\)

P(X=6)=\(\frac{4}{20}\)=\(\frac{1}{5}\)

P(X=7)=\(\frac{4}{20}\)=\(\frac{1}{5}\)

P(X=8)=\(\frac{2}{20}\)=\(\frac{1}{10}\)

P(X=9)=\(\frac{2}{20}\)=\(\frac{1}{10}\)

Thus, we have

Class 12 Maths Probability Distribution Mean And Variance Of X Q9

 

Question 10. Two cards are drawn from a well-shuffled pack of 52 cards. Find the probability distribution of a number of kings. Also, compute the variance for the number of kings.
Solution: Variance=\(\frac{400}{2873}\)

Hint: Let X be the number of kings. Then, X = 0,1 or 2.

P(X = 0) = P(none is a king) = P(both are non-kings)

= \(\frac{{ }^{48} C_2}{{ }^{52} C_2}=\left(\frac{48 \times 47}{2} \times \frac{2}{52 \times 51}\right)=\frac{188}{221} .\)

P(X = 1) = P(one king and one non-king)

= \(\frac{{ }^4 C_1 \times{ }^{48} C_1}{{ }^{52} C_2}=\left(4 \times 48 \times \frac{2}{52 \times 51}\right)=\frac{32}{221} .\)

P(X = 2) = P(both are kings)

= \(\frac{{ }^4 C_2}{{ }^{52} C_2}=\left(\frac{4 \times 3}{2 \times 1} \times \frac{2 \times 1}{52 \times 51}\right)=\frac{1}{221}\)

Thus, we have

Class 12 Maths Probability Distribution Mean And Variance Q10

 

Question 11. A box contains 16 bulbs, out of which 4 bulbs are defective. Three bulbs are drawn at random from the box. Let X be the number of defective bulbs drawn. Find the mean and variance of X.
Solution: Mean=\(\frac{3}{4}\), variance=\(\frac{39}{80}\)

Hint: Three bulbs drawn one by one without replacement is the same as drawing 3 bulbs simultaneously.

Let X = number of defective bulbs in a lot of 3 bulbs drawn.

Then, X = 0, 1, 2 or 3.

P(X = 0) = P(none of the bulbs is defective)

= \(\frac{{ }^{12} C_3}{{ }^{16} C_3}=\left(\frac{12 \times 11 \times 10}{3 \times 2 \times 1} \times \frac{3 \times 2 \times 1}{16 \times 15 \times 14}\right)=\frac{11}{28}\)

P(X=1)=P(1 defective bulb and 2 non-defective bulbs)

= \(\frac{{ }^4 C_1 \times{ }^{12} C_2}{{ }^{16} C_3}=\left(\frac{4 \times 12 \times 11}{2 \times 1} \times \frac{3 \times 2 \times 1}{16 \times 15 \times 14}\right)=\frac{33}{70}\)

P(X=2)=P(2 defective bulbs and 1 non-defective bulb)

= \(\frac{\left({ }^4 C_2 \times{ }^{12} C_1\right)}{{ }^{16} C_3}=\left(\frac{4 \times 3}{2 \times 1} \times 12 \times \frac{3 \times 2 \times 1}{16 \times 15 \times 14}\right)=\frac{9}{70}\).

P(X=3)=P(3 defective bulbs)

= \(\frac{{ }^4 C_3}{{ }^{16} C_3}=\left(\frac{4 \times 3 \times 2}{3 \times 2 \times 1} \times \frac{3 \times 2 \times 1}{16 \times 15 \times 14}\right)=\frac{1}{140}\).

Class 12 Maths Probability Distribution Mean And Variance Q11

 

Question 12. 20% of the bulbs produced by a machine are defective. Find the probability distribution of the number of defective bulbs in a sample of 4 bulbs chosen at random.
Solution:

Let there be 100 bulbs in all and let X be the number of defective bulbs. Then,

P(X = 0) = P(none is defective) = \(=\frac{{ }^{80} C_4}{{ }^{100} C_4} .\)

P(X = 1) = P(1 defective and 3 non-defective)

= \(\frac{\left({ }^{20} C_1 \times{ }^{00} C_3\right)}{{ }^{100} C_4}\)

P(X=2)= \(\frac{\left({ }^{20} C_2 \times{ }^{80} C_2\right)}{{ }^{100} C_4} ; P(X=3)=\frac{\left({ }^{20} C_3 \times{ }^{80} C_1\right)}{{ }^{100} C_4} ; P(X=4)=\frac{{ }^{20} C_4}{{ }^{100} C_4}\)

Question 13. Four bad eggs are mixed with 10 good ones. Three eggs are drawn one by one without replacement. Let X be the number of bad eggs drawn. Find the mean and variance of X.
Solution: Mean=\(\frac{6}{7}\), variance=\(\frac{30}{49}\)

Question 14. Four rotten oranges are accidentally mixed with 16 good ones. Three oranges are drawn at random from the mixed lot. Let X be the number of rotten oranges drawn. Find the mean and variance of X.
Solution: Mean=\(\frac{3}{5}\), variance=\(\frac{68}{125}\)

Question 15. Three balls are drawn simultaneously from a bag containing 5 white and 4 red balls. Let X be the number of red balls drawn. Find the mean and variance of X.
Solution: Mean=\(\frac{4}{3}\), variance=\(\frac{5}{9}\)

Hint:

P(X=0)= \(\frac{{ }^5 C_3}{{ }^9 C_3}=\frac{5}{42}, P(X=1)=\frac{\left({ }^4 C_1 \times{ }^5 C_2\right)}{{ }^9 C_3}=\frac{10}{21},\)

P(X=2)=\(\frac{\left({ }^4 C_2 \times{ }^5 C_1\right)}{{ }^9 C_3}=\frac{5}{14}, P(X=3)=\frac{{ }^4 C_3}{{ }^9 C_3}=\frac{1}{21}\).

Question 16. Two cards are drawn without replacement from a well-shuffled deck of 52 cards. Let X be the number of face cards drawn. Find the mean and variance of X.
Solution: Mean=\(\frac{20}{13}\), variance=\(\frac{1000}{2873}\)

Hint: There are 12 face cards (4 kings, 4 queens and 4 jacks).

Clearly, X = 0 or 1 or 2.

P(X = 0) = P(no face card)

= P(drawing 2 cards out of 40 non-face cards)

= \(\frac{{ }^{40} C_2}{{ }^{52} C_2}=\left(\frac{40 \times 39}{2 \times 1} \times \frac{2 \times 1}{52 \times 51}\right)=\frac{10}{17}\)

P(X=1)=P(1 face card and 1 non-face card)

= \(\frac{\left({ }^{12} C_1 \times{ }^{40} C_1\right)}{{ }^{52} C_2}=\left(12 \times 40 \times \frac{2 \times 1}{52 \times 51}\right)=\frac{80}{221}\).

P(X=2)=P(2 face cards)

= \(\frac{{ }^{40} C_2}{{ }^{52} C_2}=\left(\frac{40 \times 39}{2 \times 1} \times \frac{2 \times 1}{52 \times 51}\right)=\frac{10}{17}\)

Thus, we have

Class 12 Maths Probability Distribution Mean And Variance Of X Q16

 

Question 17. Two cards are drawn one by one with replacement from a well-shuffled deck of 52 cards. Find the mean and variance of the number of aces.
Solution: Mean=\(\frac{2}{13}\), variance=\(\frac{24}{169}\)

Question 18. Three cards are drawn successively with replacement from a well-shuffled deck of 52 cards. A random variable X denotes the number of hearts in the three cards drawn. Find the mean and variance of X.
Solution: Mean=\(\frac{3}{4}\), variance=\(\frac{9}{16}\)

Hint: There are 13 hearts and 39 other cards.

Let E = event of drawing a heart.

Then, \(P(E)=\frac{13}{52}=\frac{1}{4} \text { and } P(\bar{E})=\left(1-\frac{1}{4}\right)=\frac{3}{4}\)

Let X = number of hearts in a draw.

Then, X = 0,1, 2 or 3.

P(X=0)=\(P(\bar{E} \bar{E} \bar{E})=P(\bar{E}) \times P(\bar{E}) \times P(\bar{E})=\left(\frac{3}{4} \times \frac{3}{4} \times \frac{3}{4}\right)=\frac{27}{64}\)

P(X=1)=\(P[(E \bar{E} \bar{E}) \text { or }(\bar{E} E \bar{E}) \text { or }(\bar{E} \bar{E} E)]\)

= \(P(E \bar{E} \bar{E})+P(\bar{E} E \bar{E})+P(\bar{E} \bar{E} E)\)

= \(\left(\frac{1}{4} \times \frac{3}{4} \times \frac{3}{4}\right)+\left(\frac{3}{4} \times \frac{1}{4} \times \frac{3}{4}\right)+\left(\frac{3}{4} \times \frac{3}{4} \times \frac{1}{4}\right)=\frac{27}{64}\)

P(X=2)= \(P[(E E \bar{E}) \text { or }(E \bar{E} E) \text { or }(\bar{E} E E)]\)

= \(P(E E \bar{E})+P(E \bar{E} E)+P(\bar{E} E E)\)

= \(\left(\frac{1}{4} \times \frac{1}{4} \times \frac{3}{4}\right)+\left(\frac{1}{4} \times \frac{3}{4} \times \frac{1}{4}\right)+\left(\frac{3}{4} \times \frac{1}{4} \times \frac{1}{4}\right)=\frac{9}{64}\)

P(X=3) = \(P(E E E)=P(E) \times P(E) \times P(E)=\left(\frac{1}{4} \times \frac{1}{4} \times \frac{1}{4}\right)=\frac{1}{64}\)

Class 12 Maths Probability Distribution Probability Distribution Q18

 

WBCHSE Solutions For Class 12 Maths Bayes Theorem And Its Applications

Bayes Theorem and Its Applications

Theorem of Total Probability

Theorem: Let E1, E2,..En be mutually exclusive and exhaustive events associated with a random experiment and let E be an event that occurs with some Ei. Then, prove that

⇒ P(E) = \(\sum_{i=1}^n P\left(E / E_i\right) \cdot P\left(E_i\right) .\)

WBCHSE Solutions For Class 12 Maths Bayes Theorem And Its Applications

Example: There are three urns containing 3 white and 2 black balls; 2 white and 3 black balls; 1 black and 4 white balls respectively. There is an equal probability of each urn being chosen. One ball is drawn from an urn chosen at random. What is the probability that a white ball is drawn?
Solution:

Read and Learn More WBCHSE Solutions For Class 12 Maths

Let E1, E2, and E3 be the events of choosing the first, second, and third urn respectively.

Then, P(E1) = P(E2) = P(E3) = \(\frac{1}{3}\)

Let E be the event that a white ball is drawn. Then,

P(E/E1) = \(\frac{3}{5}\), P(E/E2) = \(\frac{2}{5}\) and P(E/E3) = \(\frac{4}{5}\)

By the theorem of total probability, we have

P(E) = P(E/E1) • P(E1) + P(E/E2) • P(E2) + P(E/E3) • P(E3)

= \(\left(\frac{3}{5} \times \frac{1}{3}+\frac{2}{5} \times \frac{1}{3}+\frac{4}{5} \times \frac{1}{3}\right)=\left(\frac{1}{5}+\frac{2}{15}+\frac{4}{15}\right)=\frac{9}{15}=\frac{3}{5} .\)

Bayes’ Theorem: Let E1, E2…, En be mutually exclusive and exhaustive events, associated with a random experiment, and let E be any event that occurs with some Ei. Then,

⇒ \(P\left(E_i / E\right)=\frac{P\left(E / E_i\right) \cdot P\left(E_i\right)}{\sum_{i=1}^n P\left(E / E_i\right) \cdot P\left(E_i\right)} ; i=1,2,3, \ldots, n\)

Proof: By the theorem of total probability, we have

P(E) = \(\sum_{i=1}^n P\left(E / E_i\right) \cdot P\left(E_i\right)\)….(1)

∴ \(P\left(E_i / E\right)= \left.\frac{P\left(E \cap E_i\right)}{P(E)} \quad \text { [by multiplication theorem }\right]\)

= \(\frac{P\left(E / E_i\right) \cdot P\left(E_i\right)}{P(E)} \quad\left[because P\left(E / E_i\right)=\frac{P\left(E \cap E_i\right)}{P\left(E_i\right)}\right]\)

= \(\left.\frac{P\left(E / E_i\right) \cdot P\left(E_i\right)}{\sum_{i=1}^n P\left(E / E_i\right) \cdot P\left(E_i\right)} \text { [using }(\mathrm{i})\right]\)

Hence, \(P\left(E_i / E\right)= \frac{P\left(E / E_i\right) \cdot P\left(E_i\right)}{\sum_{i=1}^n P\left(E / E_i\right) \cdot P\left(E_i\right)}\).

Bayes Theorem Solved Examples

Example 1. A factory has three machines, X, Y, and Z, producing 1000,2000 3000 bolts per day respectively. The machine X produces 1% defective bolts, Y produces 1.5% defective bolts and Z produces 2% defective bolts. At the end of the day, a bolt is drawn at random and it is found to be defective. What is the probability that this defective bolt has been produced by the machine X?
Solution:

Total number of bolts produced in a day = (1000 + 2000 + 3000) = 6000.

Let E1, E2, and E3 be the events of drawing a bolt produced by machines X, Y, and Z respectively.

Then, \(P\left(E_1\right)=\frac{1000}{6000}=\frac{1}{6} ; P\left(E_2\right)=\frac{2000}{6000}=\frac{1}{3} \text { and } P\left(E_3\right)=\frac{3000}{6000}=\frac{1}{2}\)

Let E be the event of drawing a defective bolt.

Then, P(E/E1) = probability of drawing a defective bolt, given that it is produced by the machine X = \(\frac{1}{100}\)

P(E/E2) = probability of drawing a defective bolt, given that it is produced by the machine Y = \(\frac{1.5}{100}\)= \(\frac{15}{1000}\) = \(\frac{3}{200}\)

P(E/E3) = probability of drawing a defective bolt, given that it is produced by the machine Z = \(\frac{2}{100}\) = \(\frac{1}{50}\)

Required probability = P(E1/E) = probability that the bolt drawn is produced by X, given that it is defective

= \(\frac{P\left(E_1\right) \cdot P\left(E / E_1\right)}{P\left(E_1\right) \cdot P\left(E / E_1\right)+P\left(E_2\right) \cdot P\left(E / E_2\right)+P\left(E_3\right) \cdot P\left(E / E_3\right)}\)

= \(\frac{\left(\frac{1}{6} \times \frac{1}{100}\right)}{\left(\frac{1}{6} \times \frac{1}{100}\right)+\left(\frac{1}{3} \times \frac{3}{200}\right)+\left(\frac{1}{2} \times \frac{1}{50}\right)}\)

= \(\left(\frac{1}{600} \times \frac{600}{10}\right)=\frac{1}{10}=0.1\)

Hence, the required probability is 0.1.

Example 2. In a bolt factory, three machines, A, B, and C, manufacture 25%, 35%, and 40% of the total production respectively. Of their respective outputs, 5%, 4%, and 2% are defective. A bolt is drawn at random from the total product and it is found to be defective. Find the probability that it was manufactured by machine C.
Solution:

Let E1, E2, and E3 be the events of drawing a bolt produced by machines A, B, and C respectively.

Then \(P\left(E_1\right)=\frac{25}{100}=\frac{1}{4}, P\left(E_2\right)=\frac{35}{100}=\frac{7}{20} \text {, and } P\left(E_3\right)=\frac{40}{100}=\frac{2}{5} \text {. }\)

Let E be the event of drawing a defective bolt. Then,

P(E/E1) = probability of drawing a defective bolt, given that it is produced by the machine A = \(\frac{5}{100}\)=\(\frac{1}{20}\)

P(E/E2) = probability of drawing a defective bolt, given that it is produced by the machine B = \(\frac{4}{100}\)=\(\frac{1}{25}\)

P(E/E3) = probability of drawing a defective bolt, given that it is produced by the machine C = \(\frac{2}{100}\)=\(\frac{1}{50}\)

The probability that the bolt drawn is manufactured by C, given that it is defective

= \(P\left(E_3 / E\right)\)

= \(\frac{P\left(E / E_3\right) \cdot P\left(E_3\right)}{P\left(E / E_1\right) \cdot P\left(E_1\right)+P\left(E / E_2\right) \cdot P\left(E_2\right)+P\left(E / E_3\right) \cdot P\left(E_3\right)}\) [by Bayes’ theorem]

= \(\frac{\left(\frac{1}{50} \times \frac{2}{5}\right)}{\left(\frac{1}{20} \times \frac{1}{4}\right)+\left(\frac{1}{25} \times \frac{7}{20}\right)+\left(\frac{1}{50} \times \frac{2}{5}\right)}=\left(\frac{1}{125} \times \frac{2000}{69}\right)=\frac{16}{69}\) .

Hence, the required probability is \(\frac{16}{69}\)

Example 3. A company has two plants to manufacture bicycles. The first plant manufactures 60% of the bicycles and the second plant, 40%. Also, 80% of the bicycles are rated of standard quality at the first plant and 90% of standard quality at the second plant. A bicycle is picked up at random and found to be of standard quality. Find the probability that it comes from the second plant.
Solution:

Let E1 and E2 be the events of choosing a bicycle from the first plant and the second plant respectively.

Then, \(P\left(E_1\right)=\frac{60}{100}=\frac{3}{5} \text {, and } P\left(E_2\right)=\frac{40}{100}=\frac{2}{5} \text {. }\)

Let E be the event of choosing a bicycle of standard quality. Then,

P(E/E1) = probability of choosing a bicycle of standard quality, given that it is produced by the first plant = \(\frac{80}{100}\) = \(\frac{4}{5}\)

P(E/E2) = probability of choosing a bicycle of standard quality, given that it is produced by the second plant = \(\frac{90}{100}\) = \(\frac{9}{10}\)

The required probability

P(E2/E) = probability of choosing a bicycle from the second plant, given that it is of standard quality

= \(\frac{P\left(E_2\right) \cdot P\left(E / E_2\right)}{P\left(E_1\right) \cdot P\left(E / E_1\right)+P\left(E_2\right) \cdot P\left(E / E_2\right)}\) [by Bayes’ theorem]

= \(\frac{\left(\frac{2}{5} \times \frac{9}{10}\right)}{\left(\frac{3}{5} \times \frac{4}{5}\right)+\left(\frac{2}{5} \times \frac{9}{10}\right)}=\frac{3}{7}\).

Example 4. An insurance company insured 2000 scooter drivers, 4000 car drivers, and 6000 truck drivers. The probability of an accident involving a scooter, a car, and a truck is 1/ 100, 3/100, and 3/20 respectively. One of the insured persons met with an accident. What is the probability that he is a scooter driver?
Solution:

Total number of persons insured = (2000 + 4000 + 6000) = 12000.

Let E1, E2, and E3 be the events of choosing a scooter driver, a car driver, and a truck driver respectively.

Then, \(P\left(E_1\right)=\frac{2000}{12000}=\frac{1}{6}, P\left(E_2\right)=\frac{4000}{12000}=\frac{1}{3} \text {, and } P\left(E_3\right)=\frac{6000}{12000}=\frac{1}{2} \text {. }\)

Let E be the event of an insured person meeting with an accident. Then,

P(E/E1) = probability that an insured person meets with an accident, given that he is a scooter driver = \(\frac{1}{100}|\)

Similarly, P(E/E2) = \(\frac{3}{100}|\) and P(E/E3) = \(\frac{3}{20}|\)

Required probability = P(E1/E) [by Bayes’ theorem]

= probability of choosing a scooter driver, given that he meets with an accident

= \(\frac{P\left(E / E_1\right) \cdot P\left(E_1\right)}{P\left(E / E_1\right) \cdot P\left(E_1\right)+P\left(E / E_2\right) \cdot P\left(E_2\right)+P\left(E / E_3\right) \cdot P\left(E_3\right)}\)

= \(\frac{\left(\frac{1}{100} \times \frac{1}{6}\right)}{\left(\frac{1}{100} \times \frac{1}{6}\right)+\left(\frac{3}{100} \times \frac{1}{3}\right)+\left(\frac{3}{20} \times \frac{1}{2}\right)}=\frac{1}{52}\).

Hence, the required probability is \(\frac{1}{52}\)

Example 5. A doctor to visit a patient. From past experience, it is known that the probabilities that he will come by train, bus, scooter, or by car are respectively \(\frac{3}{100}\), \(\frac{1}{5}\), \(\frac{1}{10}\) and \(\frac{2}{5}\). The probabilities that he will be late are \(\frac{1}{4}\), \(\frac{1}{3}\), and \(\frac{1}{12}\), if he comes by train, bus and scooter respectively; but if he comes by car, he will not be late. When he arrives, he is late. What is the probability that he has come by train?
Solution:

Let E1, E2, E3, and E4 be the events that the doctor comes by train, bus, scooter, and car respectively.

Then, \(P\left(E_1\right)=\frac{3}{10}, P\left(E_2\right)=\frac{1}{5}, P\left(E_3\right)=\frac{1}{10} \text { and } P\left(E_4\right)=\frac{2}{5} \text {. }\)

Let E be the event that the doctor is late. Then,

P(E/E1) = probability that the doctor is late, given that he comes by train = \(\frac{1}{4}\)

P(E/E2) = probability that the doctor is late, given that he comes by bus =\(\frac{1}{3}\)

P(E/E3) = probability that the doctor is late, given that he comes by scooter = \(\frac{1}{12}\)

P(E/E4) = probability that the doctor is late, given that he comes by car = 0.

The probability that he comes by train, given that he is late = P(E1/E)

= \(\frac{P\left(E_1\right) \cdot P\left(E / E_1\right)}{P\left(E_1\right) \cdot P\left(E / E_1\right)+P\left(E_2\right) \cdot P\left(E / E_2\right)+P\left(E_3\right) \cdot P\left(E / E_3\right)+P\left(E_4\right) \cdot P\left(E / E_4\right)}\) [by Bayes’ theorem]

\(\left.=\frac{\left(\frac{3}{10} \times \frac{1}{4}\right)}{\left(\frac{3}{10} \times \frac{1}{4}\right)+\left(\frac{1}{5} \times \frac{1}{3}\right)+\left(\frac{1}{10} \times \frac{1}{12}\right)+\left(\frac{2}{5} \times 0\right)} \times \frac{120}{18}\right)=\frac{1}{2}\).

Hence the required probability is \(\frac{1}{2}\)

Example 6. A man is known to speak the truth 3 out of 4 times. He throws a die and reports that it is a six. Find the probability that it is actually a six.
Solution:

In a throw of a die, let

E1 = event of getting a six,

E2 = event of not getting a six, and

E = event that the man. reports that it is a six. Then,

Then, P(E1) = \(\frac{1}{6}\) , and P(E2) = (1-\(\frac{1}{6}\) = \(\frac{1}{5}[/latex

P(E/E1) = probability that tire man reports that six occurs when six has actually occurred

= probability that the man speaks the truth = [latex]\frac{3}{4}\)

P(E/E2) = probability that the man reports that six occurs when six has not actually occurred

= probability that the man does not speak the truth = (1-\(\frac{3}{4}\)) = \(\frac{1}{4}\)

Probability of getting a six, given that the man reports it to be six

= \(P\left(E_1 / E\right)\)

= \(\frac{P\left(E / E_1\right) \cdot P\left(E_1\right)}{P\left(E / E_1\right) \cdot P\left(E_1\right)+P\left(E / E_2\right) \cdot P\left(E_2\right)}\) [by Bayes’ theorem]

= \(\frac{\left(\frac{3}{4} \times \frac{1}{6}\right)}{\left(\frac{3}{4} \times \frac{1}{6}\right)+\left(\frac{1}{4} \times \frac{5}{6}\right)}=\left(\frac{1}{8} \times 3\right)=\frac{3}{8}\) .

Hence, the required probability is \(\frac{3}{8}\).

Example 7. In an examination, an examinee either guesses or copies or knows the answer to a multiple-choice question with four choices. The probability that he makes a guess is (1/3) and the probability that he copies the answer is (1/6). The probability that his answer is correct, given that he copied it, is (1/8). The probability that his answer is correct, given that he guessed it, is (1/4). Find the probability that he him the answer to the question, given that he correctly answered it.
Solution:

Let E1 = event that the examinee guesses the answer,

E2 = event that he copies the answer,

E3 = event that he knows the answer, and

E = event that he answers correctly.

Then, \(P\left(E_1\right)=\frac{1}{3}, P\left(E_2\right)=\frac{1}{6}, \text { and } P\left(E_3\right)=1-\left(\frac{1}{3}+\frac{1}{6}\right)=\frac{1}{2}\)

[E1, E2, E3 are mutually exclusive and exhaustive].

∴ P(E/E1) = probability that he answers correctly, given that he guesses \(\frac{1}{4}\)

P(E/E2) = probability that he answers correctly, given that he copies \(\frac{1}{8}\)

P(E/E3) = probability that he answers correctly, given that he knew the answer = 1.

Required probability = \(P\left(E_3 / E\right)\)

= \(\frac{P\left(E / E_3\right) \cdot P\left(E_3\right)}{P\left(E / E_1\right) \cdot P\left(E_1\right)+P\left(E / E_2\right) \cdot P\left(E_2\right)+P\left(E / E_3\right) \cdot P\left(E_3\right)}\) [by Bayes’ theorem]

= \(\frac{\left(1 \times \frac{1}{2}\right)}{\left(\frac{1}{4} \times \frac{1}{3}\right)+\left(\frac{1}{8} \times \frac{1}{6}\right)+\left(1 \times \frac{1}{2}\right)}=\frac{24}{29}\).

Hence, the required probability is \(\frac{24}{29}\).

Example 8. By examining the chest X-ray, the probability that a person is diagnosed with TB when he is actually suffering from it is 0.99. The probability that the doctor incorrectly diagnoses a person to be having TB, on the basis of X-ray reports, is 0.001. In a certain city, 1 in 1000 persons suffers from TB. A person is selected at random and is diagnosed to have TB. What is the chance that he actually has TB?
Solution:

Let E = event that the doctor diagnoses TB,

E1 = event that the person selected is suffering from TB, and

E2 = event that the person selected is not suffering from TB.

P(E/E1) = probability that TB is diagnosed when the person actually has TB = \(\frac{99}{100}\)

P(E/E2) = probability that TB is diagnosed, when the person has no TB = \(\frac{1}{1000}\)

Using Bayes’ theorem, we have

P(E1/E) = probability of a person actually having TB, if it is known that he is diagnosed to have TB

= \(\frac{P\left(E / E_1\right) \cdot P\left(E_1\right)}{P\left(E / E_1\right) \cdot P\left(E_1\right)+P\left(E / E_2\right) \cdot P\left(E_2\right)}\)

= \(\frac{\left(\frac{99}{100} \times \frac{1}{1000}\right)}{\left(\frac{99}{100} \times \frac{1}{1000}\right)+\left(\frac{1}{1000} \times \frac{999}{1000}\right)}=\frac{110}{221}\).

Hence, the required probability is  \(\frac{110}{221}\).

Example 9. Bag A contains 2 white and 3 red balls, and bag B contains 4 white and 5 red balls. One ball is drawn at random from one of the bags and it is found to be red. Find the probability that it was drawn from bag B.
Solution:

Let E1 = event of choosing bag A,

E2 = event of choosing bag B, and E = event of drawing a red ball.

Then, P(E1) = \(\frac{1}{2}\) and P(E2) = \(\frac{1}{2}\)

Also, P(E/E1) = event of drawing a red ball from bag A = \(\frac{3}{5}\) and

P(E/E2) = event of drawing a red ball from bag B = \(\frac{5}{9}\)

The probability of drawing a ball from B, it is given that it is red = P(E2/E)

= \(\frac{P\left(E / E_2\right) \cdot P\left(E_2\right)}{P\left(E / E_1\right) \cdot P\left(E_1\right)+P\left(E / E_2\right) \cdot P\left(E_2\right)}\) [by Bayes’ theorem]

= \(\frac{\left(\frac{5}{9} \times \frac{1}{2}\right)}{\left(\frac{3}{5} \times \frac{1}{2}\right)+\left(\frac{5}{9} \times \frac{1}{2}\right)}=\frac{25}{52}\).

Hence, the required probability is \(\frac{25}{52}\).

Example 10. There are 5 hags, each containing 5 white balls and 3 black balls. Also, there are 6 bags, each containing 2 white balls and 4 black balls. A white ball is drawn at random. Find the probability that this white ball is from a bag of the first group.
Solution:

Let E1 = event of selecting a bag from the first group,

E2 = event of selecting a bag from the second group, and

E = event of drawing a white ball.

Then, P(E1) = \(\frac{5}{11}\) and P(E2) = \(\frac{6}{11}\)

P(E/E1) = probability of getting a white ball, given that it is from a bag of the first group = \(\frac{5}{8}\)

P(E/E2) = probability of getting a white ball, given that it is from a bag of the second group = \(\frac{2}{6}\)= \(\frac{1}{3}\)

The probability of getting the ball from a bag of the first group, given that it is white = P(E1/E)

= \(\frac{P\left(E / E_1\right) \cdot P\left(E_1\right)}{P\left(E / E_1\right) \cdot P\left(E_1\right)+P\left(E / E_2\right) \cdot P\left(E_2\right)}\) [by Bayes’ theorem]

= \(\frac{\left(\frac{5}{8} \times \frac{5}{11}\right)}{\left(\frac{5}{8} \times \frac{5}{11}\right)+\left(\frac{1}{3} \times \frac{6}{11}\right)}=\frac{75}{123}\).

Example 11. Urn A contains 1 white, 2 black, and 3 red balls; urn B contains 2 white, 1 black, and 1 red ball; and urn C contains 4 white, 5 black, and 3 red balls. One urn is chosen at random and two balls are drawn. These happen to be one white and one red. What is the probability that they come from urn A?
Solution:

Let E1, E2, and E3 be the events that the balls are drawn from urn A, urn B, and urn C respectively, and let E be the event that the balls drawn are one white and one red.

Then, P(E1) = P(E2) = P(E3) = \(\frac{1}{5}\)

P(E/E1) = probability that the balls drawn are one white and one red, given that the balls are from urn A

= \(\frac{{ }^1 C_1 \times{ }^3 C_1}{{ }^6 C_2}=\frac{3}{15}=\frac{1}{5}\)

P(E/E2) = probability that the balls drawn are one white and one red, given that the balls are from urn B

= \(\frac{{ }^2 C_1 \times{ }^1 C_1}{{ }^4 C_2}=\frac{2}{6}=\frac{1}{3} .\)

P(E/E3) = probability that the balls drawn are one white and one red, given that the balls are from urn C

= \(\frac{{ }^4 C_1 \times{ }^3 C_1}{{ }^{12} C_2}=\frac{12}{66}=\frac{2}{11}\)

The probability that the balls drawn are from urn A, it is given that the balls drawn are one white and one red = P(E1/E)

= \(\frac{P\left(E / E_1\right) \cdot P\left(E_1\right)}{P\left(E / E_1\right) \cdot P\left(E_1\right)+P\left(E / E_2\right) \cdot P\left(E_2\right)+P\left(E / E_3\right) \cdot P\left(E_3\right)}\)

[by Bayes’ theorem]

= \(\frac{\left(\frac{1}{5} \times \frac{1}{3}\right)}{\left(\frac{1}{5} \times \frac{1}{3}\right)+\left(\frac{1}{3} \times \frac{1}{3}\right)+\left(\frac{2}{11} \times \frac{1}{3}\right)}\)

= \(\left(\frac{1}{15} \times \frac{495}{118}\right)=\frac{33}{118}\).

Hence, the required probability is \(\frac{33}{118}\)

Example 12. A card from a pack of 52 cards is lost. From the remaining cards of the -pack, two cards are drawn and are found to be both spades. Find the probability of the lost card being a spade.
Solution:

Let E1, E2, E3, and E4 be the events of losing a card of spades, clubs, hearts, and diamonds respectively.

Then, P(E1) = P(E2) = P(E3) = P(E4) = \(\frac{13}{52}\) = \(\frac{1}{4}\)

Let E be the event of drawing 2 spades from the remaining 51 cards. Then,

P(E/E1) = probability of drawing 2 spades, given that a card of spades is missing

= \(\frac{{ }^{12} C_2}{{ }^{51} C_2}=\frac{(12 \times 11)}{2 !} \times \frac{2 !}{(51 \times 50)}=\frac{22}{425}\).

P(E/E2) = probability of drawing 2 spades, given that a card of clubs is missing

= \(\frac{{ }^{13} C_2}{{ }^{51} C_2}=\frac{(13 \times 12)}{2 !} \times \frac{2 !}{(51 \times 50)}=\frac{26}{425}\).

P(E/E3) = probability of drawing 2 spades, given that a card of hearts is missing

= \(\frac{{ }^{13} C_2}{{ }^{51} C_2}=\frac{26}{425}\)

P(E/E4) = probability of drawing 2 spades, given that a card of diamonds is missing

= \(\frac{{ }^{13} C_2}{{ }^{51} C_2}=\frac{26}{425}\)

∴ P(E1/E) = probability of the lost card being a spade, given that 2 spades are drawn from the remaining 51 cards

= \(\frac{P\left(E_1\right) \cdot P\left(E / E_1\right)}{P\left(E_1\right) \cdot P\left(E / E_1\right)+P\left(E_2\right) \cdot P\left(E / E_2\right)+P\left(E_3\right) \cdot P\left(E / E_3\right)+P\left(E_4\right) \cdot P\left(E / E_4\right)}\)

= \(\frac{\left(\frac{1}{4} \times \frac{22}{425}\right)}{\left(\frac{1}{4} \times \frac{22}{425}\right)+\left(\frac{1}{4} \times \frac{26}{425}\right)+\left(\frac{1}{4} \times \frac{26}{425}\right)+\left(\frac{1}{4} \times \frac{26}{425}\right)}\)

= \(\frac{22}{100}\)=0.22.

Hence, the required probability is 0.22.

Bayes Theorem Exercise

Question 1. In a bulb factory, three machines, A, B, and C, manufacture 60%, 25%, and 15% of the total production respectively. Of their respective outputs, 1%, 2%, and 1% are defective. A bulb is drawn at random from the total product and it is found to be defective. Find the probability that it was manufactured by machine C.
Solution: 2/25

Question 2. A company manufactures scooters at two plants, A and B. Plant A produces 80% and plant B produces 20% of the total product. 85% of the scooters produced at plant A and 65% of the scooters produced at plant B are of standard quality. A scooter produced by the company is selected at random and it is found to be of standard quality. What is the probability that it was manufactured at plant A.
Solution: 68/81

Hint: Let E1 = event that the selected scooter is produced at plant A, and

E2 = event that the selected scooter is produced at plant B.

Then, P(E1) = \(\frac{80}{100}\) =  \(\frac{4}{5}\)and P(E2) = \(\frac{20}{100}\) = \(\frac{1}{5}\)

Let E be the event of choosing a scooter that is of standard quality.

The probability that the selected scooter’s standard quality

Then, \(P\left(E / E_1\right)=\frac{85}{100}=\frac{17}{20} \text {, and } P\left(E / E_2\right)=\frac{65}{100}=\frac{13}{20}\)

The probability that the selected scooter was produced at plant A, given that is is of standard quality = \(P\left(E_1 / E\right)\)

= \(\frac{P\left(E / E_1\right) \cdot P\left(E_1\right)}{P\left(E / E_1\right) \cdot P\left(E_1\right)+P\left(E / E_2\right) \cdot P\left(E_2\right)}\)

Question 3. In a certain college, 4% of boys and 1% of girls are taller than 1.75 metres. Furthermore, 60% of the students are girls. If a student is selected at random and is taller than 1.75 meters, what is the probability that the selected student is a girl?
Solution: 3/11

Hint: Let E1 and E2 be the events of selecting a boy and a girl respectively.

Then, P(E1) = \(\frac{40}{100}\) = \(\frac{2}{5}\), and P(E2) = \(\frac{60}{100}\) = \(\frac{3}{5}\)

Let E = event that the student selected is taller than 1.75 m.

Then, \(P\left(E / E_1\right)=\frac{4}{100}=\frac{1}{25} \text { and } P\left(E / E_2\right)=\frac{1}{100}\)

The probability that the selected student is a girl, given that she is taller than 1.75 m. = \(P\left(E_2 / E\right)\)

= \(\frac{P\left(E / E_2\right) \cdot P\left(E_2\right)}{P\left(E / E_1\right) \cdot P\left(E_1\right)+P\left(E / E_2\right) \cdot P\left(E_2\right)}\)

Question 4. In a class, 5% of the boys and 10% of the girls have an IQ of more than 150. In this class, 60% of the students are boys. If a student is selected at random and found to have an IQ of more than 150, find the probability that the student is a boy.
Solution: 3/7

Hint: Let E1 and E2 be the events of selecting a boy and a girl respectively. Then,

⇒ \(P\left(E_1\right)=\frac{60}{100}=\frac{3}{5} \text {, and } P\left(E_2\right)=\frac{40}{100}=\frac{2}{5} \text {. }\)

Let E be the event of selecting a student having an IQ of more than 150.

Then, \(P\left(E / E_1\right)=\frac{5}{100}=\frac{1}{20} \text {, and } P\left(E / E_2\right)=\frac{10}{100}=\frac{1}{10} \text {. }\)

Required probability = P(E1/E)

= \(=\frac{P\left(E / E_1\right) \cdot P\left(E_1\right)}{P\left(E / E_1\right) \cdot P\left(E_1\right)+P\left(E / E_2\right) \cdot P\left(E_2\right)} .\)

Question 5. Suppose 5% of men and 0.25% of women have grey hair. A grey-haired person is selected at random. What is the probability of this person being male? Assume that there are equal numbers of males and females.
Solution: 2/3

Hint: Let there be 1000 males and 1000 females.

Let E1 and E2 be the events of choosing a male and a female respectively.

Then, \(P\left(E_1\right)=\frac{1000}{2000}=\frac{1}{2} \text {, and } P\left(E_2\right)=\frac{1000}{2000}=\frac{1}{2} \text {. }\)

Let E be the event of choosing a grey-haired person. Then,

⇒ \(P\left(E / E_1\right)=\frac{50}{1000}=\frac{1}{20} \text {, and } P\left(E / E_2\right)=\frac{25}{1000}=\frac{1}{40} \text {. }\)

The probability of selecting a male person, given that the person selected is a grey-haired = P(E1/E)

= \(\frac{P\left(E / E_1\right) \cdot P\left(E_1\right)}{P\left(E / E_1\right) \cdot P\left(E_1\right)+P\left(E / E_2\right) \cdot P\left(E_2\right)} .\)

Question 6. Two groups are competing for the positions on the board of directors of a corporation. The probabilities that the first and the second groups will win are 0.6 and 0.4 respectively. Further, if the first group wins, the probability of introducing a new product is 0.7 and when the second group wins, the corresponding probability is 0.3. Find the probability that the new product introduced was by the second group.
Solution: 2/9

Hint: Let E1 = event that the first group wins,

E2 = event that the second group wins, and

E = event that a new product is introduced.

Then, P(E1) = 0.6, P(E2) = 0.4,

P(E/E1) = 0.7, P(E/E2) = 0.3.

Required probability = P(E2/E)

=\(\frac{P\left(E / E_2\right) \cdot P\left(E_2\right)}{P\left(E / E_1\right) \cdot P\left(E_1\right)+P\left(E / E_2\right) \cdot P\left(E_2\right)} .\)

Question 7. A bag A contains 1 white and 6 red balls. Another bag contains 4 white and 3red balls. One of the bags is selected at random and a ball is drawn from it, which is found to be white. Find the probability that the ball drawn is from bag A.
Solution: 1/5

Question 8. There are two bags 1 and 2. Bag 1 contains 3 white and 4 black balls, and bag 2 contains 5 white and 6 black balls. One ball is drawn at random from one of the bags and is found to be white. Find the probability that it was drawn from bag 1.
Solution: 33/88

Question 9. A box contains 2 gold and 3 silver coins. Another box contains 3 gold and 3 silver coins. A box is chosen at random, and a coin is drawn from it. If the selected coin is a gold coin, find the probability that it was drawn from the second box.
Solution: 5/9

Question 10. Three urns A, B, and C contain 6 red and 4 white; 2 red and 6 white; and 1 red and 5 white balls respectively. An urn is chosen at random and a ball is drawn. If the ball drawn is found to be red, find the probability that the ball was drawn from the urn A.
Solution: 36/61

Hint: Let E1, E2, and E3 be the events of choosing the urns A, B, and C respectively, and let £ be the event of drawing a red ball. Then,

P(E1) = P(E2) = P(E3) = 1/3

⇒ \(P\left(\frac{E}{E_1}\right)=\frac{6}{10}, P\left(\frac{E}{E_2}\right)= \frac{2}{8} \text {, and } P\left(\frac{E}{E_3}\right)=\frac{1}{6}\)

Required probability = \(P\left(\frac{E_1}{E}\right)\)

= \(\frac{P\left(E_1\right) \times P\left(\frac{E}{E_1}\right)}{P\left(E_1\right) \times P\left(\frac{E}{E_1}\right)+P\left(E_2\right) \times P\left(\frac{E}{E_2}\right)+P\left(E_3\right) \times P\left(\frac{E}{E_3}\right)}\)

= \(\frac{\left(\frac{1}{3} \times \frac{6}{10}\right)}{\left(\frac{1}{3} \times \frac{6}{10}\right)+\left(\frac{1}{3} \times \frac{2}{8}\right)+\left(\frac{1}{3} \times \frac{1}{6}\right)}=\frac{36}{61}\)

Question 11. Three urns contain 2 white and 3 black balls; 3 white and 2 black balls, and 4 white and 1 black ball respectively. One ball is drawn from an urn chosen at random and it was found to be white. Find the probability that it was drawn from the first urn.
Solution: 2/9

Question 12. There are three boxes, the first one containing 1 white, 2 red, and 3 black balls; the second one containing 2 white, 3 red, and 1 black ball and the third one containing 3 white, 1 red, and 2 black balls. A box is chosen at random and from it two balls are drawn at random. One ball is red and the other, white. What is the probability that they come from the second box?
Solution: 6/11

Question 13. Urn A contains 7 white and 3 black balls; urn B contains 4 white and 6 black balls; urn C contains 2 white and 8 black balls. One of these urns is chosen at random with probabilities 0.2, 0.6 and 0.2 respectively. From the chosen urn, two balls are drawn at random without replacement. Both the balls happen to be white. Find the probability that the balls drawn are from the urn C.
Solution: 1/40

Hint: P(A) = 0.2, P(B) = 0.6 and P(Q) = 0.2.

Let E be the event that 2 white balls are drawn. Then,

P(E/A)= \(\frac{{ }^7 C_2}{{ }^{10} C_2} ; P(E / B)=\frac{{ }^4 C_2}{{ }^{10} C_2} ; P(E / C)=\frac{{ }^2 C_2}{{ }^{10} C_2}\)

∴ required probability = P(C/E)

= \(\frac{P(E / C) \cdot P(C)}{P(E / A) \cdot P(A)+P(E / B) \cdot P(B)+P(E / C) \cdot P(C)} \text {. }\)

Question 14. There are 3 bags, each containing 5 white and 3 black balls. Also, there are 2 bags, each containing 2 white and 4 black balls. A white ball is drawn at random. Find the probability that this ball is from a bag of the first group.
Solution: 45/61

Hint: Let E1 = event of selecting a bag from the first group, and

E2 = event of selecting a bag from the second group.

Then, P(E1) = 3/5 and P(E2) = 2/5

Let E = event that the ball drawn is white. Then,

P(E/E1) = 5/8, P(E/E2) = 2/6 = 1/3

⇒ \(P\left(E_1 / E\right)=\frac{P\left(E / E_1\right) \cdot P\left(E_1\right)}{P\left(E / E_1\right) \cdot P\left(E_1\right)+P\left(E / E_2\right) \cdot P\left(E_2\right)}\)

Question 15. There are four boxes, A, B, C, and D, containing marbles. A contains 1 red, 6 white, and 3 black marbles; B contains 6 red, 2 white, and 2 black marbles; C contains 8 red, 1 white, and 1 black marbles; and D contains 6 white and 4 black marbles. One of the boxes is selected at random and a single marble is drawn from it. If the marble is red, what is the probability that it was drawn from box A?
Solution: 1/15

Hint: Let E1, E2, E3, E4 be the events of selecting boxes A, B, C, and D respectively. Then,

P(E1) = P(E2) = P(E3) = P(E4) = 1/4

Let E = event that the marble drawn is red. Then,

P(E/E1) = 1/10, P(E/E2) = 6/10 = 3/5, P(E/E3) = 8/10, 4/5, P(E/E4) =0

∴ \(P\left(E_1 / E\right)=\frac{P\left(E / E_1\right) \cdot P\left(E_1\right)}{P\left(E / E_1\right) \cdot P\left(E_1\right)+P\left(E / E_2\right) \cdot P\left(E_2\right)+P\left(E / E_3\right) \cdot P\left(E_3\right)+P\left(E / E_4\right) \cdot P\left(E_4\right)} .\)

Question 16. A car manufacturing factory has two plants X and Y. Plant X manufactures 70% of the cars and Plant Y manufactures 30%. At plant X, 80% of the cars are rated of standard quality and at plant Y, 90% are rated of standard quality. A car is picked up at random and is found to be of standard quality. Find the probability that it has come from plant X.
Solution: 56/83

Hint: Let E1 and E2 be the events that the car is manufactured by plants X and Y respectively.

Let E be the event that the car is of standard quality. Then

⇒ \(P\left(E_1\right)=\frac{70}{100}=\frac{7}{10}, P\left(E_2\right)=\frac{30}{100}=\frac{3}{10}\) ;

⇒  \(P\left(E / E_1\right)=\frac{80}{100}=\frac{4}{5}, P\left(E / E_2\right)=\frac{90}{100}=\frac{9}{10}\)

∴ \(P\left(E_1 / E\right)=\frac{P\left(E_1\right) \times P\left(E / E_1\right)}{P\left(E_1\right) \times P\left(E / E_1\right)+P\left(E_2\right) \times P\left(E / E_2\right)}\)

= \(\frac{\left(\frac{7}{10} \times \frac{4}{5}\right)}{\left(\frac{7}{10} \times \frac{4}{5}\right)+\left(\frac{3}{10} \times \frac{9}{10}\right)}=\frac{56}{83}\)

Question 17. An insurance company insured 2000 scooters and 3000 motorcycles. The probability of an accident involving a scooter is 0.01 and that of a motorcycle is 0.02. An insured vehicle met with an accident. Find the probability that the accident vehicle was a motorcycle.
Solution: 3/4

Hint: Let E1 and E2 be the events that an insured vehicle is a scooter and a motorcycle respectively.

Let E be the event that the insured vehicle meets an accident.

⇒ \(P\left(E_1\right)=\frac{2000}{(2000+3000)}=\frac{2}{5}, P\left(E_2\right)=\frac{3000}{5000}=\frac{3}{5}\)

⇒ \(P\left(E / E_1\right)=0.01 \text { and } P\left(E / E_2\right)=0.02\)

∴ \(P\left(E_2 / E\right)=\frac{P\left(E_2\right) \cdot P\left(E / E_2\right)}{P\left(E_1\right) \cdot P\left(E / E_1\right)+P\left(E_2\right) \cdot P\left(E / E_2\right)}\)

= \(\frac{\left(\frac{3}{5} \times 0.02\right)}{\left(\frac{2}{5} \times 0.01\right)+\left(\frac{3}{5} \times 0.02\right)}=\frac{3}{4}\)

Question 18. In a bulb factory, machines A, B, and C manufacture 60%, 30%, and 10% of bulbs respectively. Out of these bulbs 1%, 2%, and 3% of the bulbs produced respectively by A, B, and C are found to be defective. A bulb is picked up at random from the total production and found to be defective. Find the probability that this bulb was produced by machine A.
Solution: 2/5