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MathematicsCh 14 Probability

Probability: Class 11 Maths Chapter 14 Hinglish mein

Mathematics · Hinglish notes, simulations aur practice · Official NCERT chapter PDF ↗

Published · Updated

  • 75 min
  • 2 simulations
  • 43 practice questions
  • 20 MCQs

Is chapter mein aap kya seekhenge

  • Events ko sample space ke subsets ki tarah describe karna, aur kisi outcome se decide karna ki event hua ya nahi
  • Events ko impossible, sure, simple ya compound mein classify karna, aur set operations se 'not A', 'A or B', 'A and B' aur 'A but not B' banana
  • Check karna ki diye gaye events mutually exclusive hain, exhaustive hain, ya dono
  • Probability ke teen axioms batana, check karna ki outcomes ko di gayi probabilities valid hain ya nahi, aur outcome probabilities jodkar kisi event ki probability nikalna
  • Equally likely outcomes ke liye P(E) = n(E)/n(S) derive karna, aur ise lagane ke liye counting, permutations aur combinations use karna
  • 'A or B' ke liye addition rule aur 'not A' ke liye complement rule prove karna aur lagana, mutually exclusive events wale special case ke saath
  • Coins, dice, cards, committees aur random orders par board- aur entrance-level problems solve karna, teen events wale addition rule ke saath

NCERT Mathematics Class 11, Chapter 14, pp. 289–313 par based original companion text. Yeh NCERT se juda nahi hai aur NCERT ne ise endorse nahi kiya hai.

14.1 Event

Cricket match se pehle dono captains toss ke liye bahar aate hain, aur tab se commentators chances ki baat karte hain: baarish ke, bade total ke, collapse ke. Yeh chapter aisi baaton ko do steps mein exact banata hai. Pehle hum har us 'ghatna' ko, jiski humein parwaah ho sakti hai, outcomes ke ek set ki tarah describe karte hain, taaki Chapter 1 ka sets ka algebra saara hisaab-kitaab sambhal le. Phir hum teen chhote rules batate hain, axioms, jinhe har probability ko follow karna hi padta hai, aur unhi se woh har formula derive karte hain jo tum use karoge.

Coin aur die ke saath hi raho. Maan lo tumhe sirf itni parwaah hai ki head ke saath even number aata hai ya nahi. Teen outcomes yeh dete hain: H2, H4 aur H6. Inhe ek set mein ikattha karo, E={H2,H4,H6}, jo S ka ek subset hai. Result ke baare mein koi bhi haan-ya-na wala sawaal isi tarah ek subset chun leta hai, jaisa Fig. 14.1 dikhata hai, aur har subset kisi na kisi aise sawaal ka jawaab hai.

2/5'Head aur even number' hai E={H2,H4,H6}.

Fig. 14.1Event bas sample space ka ek subset hai.NCERT p. 289

Do rows mein baarah tiles coin toss karne aur die roll karne ke outcomes dikhati hain: upar H1 se H6, neeche T1 se T6. Pehle step mein koi tile light nahi hai aur label kehta hai ki S mein 12 outcomes hain. Doosre step mein head ke saath even number wale event ke liye H2, H4 aur H6 light hote hain. Teesre step mein 4 se bade number ke liye H5, H6, T5 aur T6 light hote hain. Chauthe step mein kuch light nahi hota, kyunki kisi outcome mein 7 nahi aata, isliye event empty set hai. Aakhri step mein result H4 ko outlined event E ke andar tick se mark kiya gaya hai, yaani E ho gaya hai.

Table 14.1Coin-aur-die experiment ke kuch events
Event shabdon meinS ka uska subset
6 ke saath tail{T6}
odd number, koi bhi face{H1,H3,H5,T1,T3,T5}
3 se chhote number ke saath head{H1,H2}
7 se chhota numberS (saare 12 outcomes)
6 se bade number ke saath tailϕ (koi outcome nahi)
Definition
Event

Event (घटना) kisi experiment ke outcomes ka ek set hai, yaani uske sample space S ka ek subset. Har subset event hai, ϕ aur khud S bhi.

ExampleDie ke saath toss kiye coin ke liye, {H2,H4,H6} event 'head aur even number' hai.

Kyunki har subset event hai, n outcomes wale sample space mein 2n events hote hain, uske power set (Chapter 1) ke har subset ke liye ek. Chhote se coin-aur-die experiment mein bhi 212=4096 events hain, isiliye hum events ko sab list karne ke bajaye rules se describe karte hain.

14.1.1 Event ka hona (occurrence)

Experiment ek baar karo. Maan lo coin par head aata hai aur die par 4, to outcome H4 hai. Yeh outcome E={H2,H4,H6}, ka element hai, aur hum kehte hain ki E ho gaya hai (Fig. 14.1 ka aakhri step). Agar result T4 hota, to outcome E ke bahar hota aur E nahi hota.

Yaani event ka hona bas membership hai. Ek trial ek outcome ω par khatam hota hai; har woh event jismein ω hai, us trial mein ho gaya, aur jo event ω ko chhod deta hai, woh nahi hua. Ek outcome ek saath kai events karwa deta hai: H4 se 'head', 'even number' aur '3 se bada number' bhi ho jaate hain, kyunki H4 teeno subsets mein hai.

14.1.2 Events ke types

Events ko is hisaab se baanta jaata hai ki unmein kitne sample points hain. Ek spinner lo jismein 1 se 8 tak numbered aath barabar sectors hain, to S={1,2,…,8}, aur chaar events dekho (Fig. 14.2).

  • Impossible event. 'Pointer 8 se bade number par rukta hai' mein S ka koi outcome nahi hai, isliye set ke roop mein yeh ϕ hai. Empty set ko impossible event kehte hain: koi bhi trial ise nahi karwa sakta.
  • Sure event. 'Pointer 9 se chhote number par rukta hai' mein har outcome hai, isliye yeh khud S hai, sure event: har trial ise karwata hai.
  • Simple event. 'Pointer 5 par rukta hai' hai {5}. Jis event mein theek ek sample point ho, woh simple (ya elementary) event hai. n outcomes wale sample space mein theek n simple events hote hain; spinner ke aath hain, {1} se {8} tak.
  • Compound event. 'Pointer perfect square par rukta hai' hai {1,4}. Jis event mein ek se zyada sample points hon, woh compound event hai.

4/4'Perfect square' mein do outcomes: {1,4}.

Fig. 14.2Sample points ki ginti event ka type decide karti hai.NCERT p. 290

Ek spinner disc jo 1 se 8 tak numbered aath barabar sectors mein bata hai, aur right side ek text panel hai. Pehle step mein koi sector light nahi hai aur panel par likha hai 8 se zyada, empty set, impossible event. Doosre step mein aathon sectors light hain aur panel par likha hai 9 se kam, poora sample space, sure event. Teesre step mein sirf sector 5 light hai aur panel par likha hai 5 par rukta hai, 5 wala set, simple event. Chauthe step mein sectors 1 aur 4 light hain aur panel par likha hai perfect square, 1 aur 4 wala set, compound event.

Definition
Impossible aur sure events

Empty set ϕ impossible event hai aur poora sample space S sure event hai.

Definition
Simple aur compound events

Theek ek sample point wala event simple (elementary) hai; ek se zyada sample points wala event compound hai.

ExampleTeen coins toss karne par, 'teeno tails' ={TTT} simple hai, jabki 'teeno faces ek jaise' ={HHH,TTT} compound hai.

Quick check
3 mein se 1
Teen coins toss kiye jaate hain. Inmein se kaun sa event simple hai?
Answer dekho

Answer (C) teeno tails

'Teeno tails' hai {TTT}, ek akela sample point. 'Teeno faces same' hai {HHH,TTT}, jismein do points hain, isliye woh compound hai.

14.1.3 Events ka algebra

Chapter 1 mein humne sets ko complement, union, intersection aur difference se joda tha. Events sets hi hain, isliye yahi operations purane events se naye events banate hain, aur har operation ka seedha-saadha matlab hai. Maan lo A aur B sample space S wale ek experiment ke events hain.

Ek chalte example ke liye, saal ka ek mahina randomly chuno, to S 12 mahinon ka set hai. Maan lo A hai 'mahine mein 31 din hain' aur B hai 'mahine ka naam J se shuru hota hai'. Tab A = {Jan, Mar, May, Jul, Aug, Oct, Dec} aur B = {Jan, Jun, Jul}.

  • 'Not A'. S ke woh outcomes ikatthe karo jo A ke bahar hain. Yeh complementary event A′=S−A banate hain, jo theek un trials mein hota hai jahan A nahi hota. Yahan A′ = {Feb, Apr, Jun, Sep, Nov}, yaani 31 din se chhote mahine.
  • 'A or B'. Union A∪B mein woh outcomes hain jo A mein, B mein ya dono mein hain, isliye 'A or B' tab hota hai jab unmein se kam se kam ek hota hai. Yahan A∪B = {Jan, Mar, May, Jun, Jul, Aug, Oct, Dec}.
  • 'A and B'. Intersection A∩B, yaani dono events ke common outcomes, tab hota hai jab dono hote hain. Yahan yeh {Jan, Jul} hai.
  • 'A but not B'. Difference A−B=A∩B′ tab hota hai jab A hota hai aur B nahi. Yahan yeh {Mar, May, Aug, Oct, Dec} hai.

3/5A∪B: kam se kam ek tag wala har mahina.

Fig. 14.3Ek sample space, A aur B se bane chaar naye events.NCERT p. 291

Baarah tiles, Jan se Dec, chaar-chaar ki teen rows mein. 31 din wale mahinon ki tiles par top left mein chhota tag A hai, aur jin mahinon ka naam J se shuru hota hai unpar top right mein tag B. Pehle step mein sirf tags dikhte hain. Doosre step mein not A ke liye bina tag A wali paanch tiles bhari jaati hain. Teesre step mein A or B ke liye tag A ya tag B wali har tile bhari jaati hai, aath mahine. Chauthe step mein A and B ke liye sirf Jan aur Jul, jinpar dono tags hain, bhare jaate hain. Paanchve step mein A but not B ke liye tag A wali lekin bina tag B wali paanch tiles bhari jaati hain.

Table 14.2Event ki bhasha aur set ki bhasha
Shabdon meinSet ke roop mein
not AA′, ya S−A
A or B (kam se kam ek)A∪B
A and B (dono)A∩B
A but not B (sirf A)A−B=A∩B′
na A na BA′∩B′=(A∪B)′
A, B mein se theek ek(A−B)∪(B−A)

'Neither' wali row bhes badla hua De Morgan's law hai: 'not A and not B' wahi hai jo 'not (A or B)'. Yeh table paas rakho; zyaadatar worded problems har phrase ko iski kisi ek row mein translate karke solve hote hain.

Example 14.1NCERT Example 1 · p. 292

Divisors aur primes

1 se 12 tak ek number randomly chuna jaata hai. Maan lo A hai 'number 12 ko divide karta hai' aur B hai 'number prime hai'. In events ko sets ki tarah likho: (i) A and B, (ii) A or B, (iii) not A, (iv) A but not B, (v) neither A nor B.

Pehle khud try karo. Phir solution ek-ek step karke kholo.

Quick check
3 mein se 1
Event 'A aur B mein se theek ek hota hai' kaun sa set hai?
Answer dekho

Answer (D) (A−B)∪(B−A)

Theek ek ka matlab hai bina B ke A, ya bina A ke B. A∪B mein woh outcomes bhi hain jahan dono hote hain, aur (A∩B)′ mein woh bhi hain jahan koi nahi hota.

14.1.4 Mutually exclusive events

52 cards ke achhi tarah shuffle kiye pack se ek card nikalo. Maan lo A hai 'heart' aur B hai 'black card'. Hearts laal hote hain, isliye koi card dono events mein nahi hai: inmein se jo bhi ho, doosra nahi ho sakta. Ab maan lo C hai 'king'. King of hearts A mein bhi hai aur C mein bhi, isliye yeh do events saath mein ho sakte hain (Fig. 14.4).

3/3Hearts aur kings mein king of hearts common hai: A∩C≠ϕ.

Fig. 14.4Disjoint events saath mein nahi ho sakte; overlapping events ho sakte hain.NCERT p. 292

52 cards ek grid ki tarah bane hain, har suit ki ek row, spades, hearts, diamonds aur clubs, aur ace se king tak har rank ka ek column. Pehle step mein kuch mark nahi hai. Doosre step mein hearts wali row bhari hai aur do black rows, spades aur clubs, hatched hain; bhare aur hatched cells kabhi ek hi cell share nahi karte, aur label kehta hai koi common card nahi. Teesre step mein hearts wali row bhari hai aur king wala column outlined hai; king of hearts woh ek cell hai jo dono mein hai, star se marked, aur label kehta hai ki dono ek card share karte hain.

Definition
Mutually exclusive events

Events A aur B mutually exclusive (परस्पर अपवर्जी) hain jab unmein koi outcome common nahi hota, A∩B=ϕ, taaki koi bhi ek trial dono ko ek saath na karwa sake.

ExampleEk draw mein, 'heart' aur 'black card' mutually exclusive hain; 'heart' aur 'king' nahi hain.

Example 14.2NCERT Example 2 · p. 293

Kaun se pairs saath mein nahi ho sakte?

Do dice roll kiye jaate hain. Events lo A: 'numbers ka product odd hai', B: 'sum odd hai', C: 'dono dice par same number hai' aur D: 'product 30 se bada hai'. Events ke chhe pairs mein se kaun se kabhi saath mein nahi ho sakte?

Pehle khud try karo. Phir solution ek-ek step karke kholo.

36 outcomes par events ko haath se check karna dheema kaam hai. Neeche wala lab do dice ke sample space ko grid ki tarah dikhata hai, taaki tum ek nazar mein dekh sako ki do events overlap karte hain ya nahi, aur unka union, intersection aur complements kaise dikhte hain.

InteractiveDo dice ka event lab

Do dice roll karne ke 36 outcomes par ek event lab. Do drop-down menus baarah presets mein se events A aur B chunte hain, jaise sum even hai, double, ya pehle die par 6. Saat buttons dikhane wala event chunte hain: A, B, not A, A or B, A and B, A but not B, aur neither. Ek six by six grid, side mein pehla die aur upar doosra die, chune hue event ke cells bharta hai, aur har cell par chhote A aur B tags hote hain jab woh un events mein ho. Ek panel outcomes ki sankhya aur 36 ke fraction ke roop mein probability deta hai, addition rule check karta hai, aur batata hai ki A aur B mutually exclusive hain ya nahi aur milkar exhaustive hain ya nahi. Jab tak learner kuch nahi karta, kuch nahi hilta.

Fig. 14.5Events A aur B aur ek operation chuno. Grid us event ke outcomes ko bharta hai; panel unhe ginta hai aur batata hai ki A aur B mutually exclusive hain ya exhaustive.

14.1.5 Exhaustive events

Wapas aath sectors wale spinner par chalo. Maan lo A hai 'zyada se zyada 3 wala number' ={1,2,3}, B hai 'even number' ={2,4,6,8} aur C hai 'kam se kam 5 wala number' ={5,6,7,8}. 1 se 8 tak har number inmein se kam se kam ek mein hai, isliye A∪B∪C=S: spinner kuch bhi dikhaye, teeno events mein se kam se kam ek hota hai. Is property wale events ko exhaustive kehte hain.

Definition
Exhaustive events

Events E1,E2,…,En ki family exhaustive (निःशेष) hai jab woh milkar poora sample space cover kar lete hain: E1∪E2∪⋯∪En=S. Tab koi bhi trial aisa khatam nahi ho sakta ki inmein se koi bhi na ho.

Upar ke events A, B, C overlap karte hain, kyunki 2∈A∩B aur 6∈B∩C, isliye yeh exhaustive hain lekin mutually exclusive nahi. Ab spinner ko alag tarah se baanto: P = 'zyada se zyada 3', Q = '4 ya 5' aur R = 'kam se kam 6'. Yeh S ko cover karte hain aur inmein se koi do ek outcome share nahi karte, isliye har spin par inmein se theek ek hota hai (Fig. 14.6). Aisi family ko mutually exclusive and exhaustive kehte hain; yeh sample space ko partition karti hai.

Mutually exclusive and exhaustive
E1∪⋯∪En=S,Ei∩Ej=ϕ  (i≠j)
(14.1)
jahan
E1,…,En
family ke events
i≠j
family ke koi bhi do alag events

2/3Har number cover hai, lekin 2, 6 aur 8 do baar cover hain.

Fig. 14.6Exhaustive: har column mein dot hai. Partition: har column mein theek ek.NCERT p. 293

Upar 1 se 8 tak aath numbered cells hain. Neeche teen rows hain, har event ki ek, aur event mein aane wale har number ke neeche ek dot. Pehle step mein rows hain A zyada se zyada 3, B even aur C kam se kam 5. Doosre step mein dots ke neeche ek count row aati hai: har number par kam se kam ek dot hai, isliye events exhaustive hain, lekin 2, 6 aur 8 par do-do dots hain, jo overlaps ki tarah marked hain. Teesre step mein rows badal kar P zyada se zyada 3, Q 4 ya 5, aur R kam se kam 6 ho jaati hain, aur ab har number par theek ek dot hai, jisse partition banta hai.

Example 14.3NCERT Example 3 · p. 294

Quiz mein guess karna

Ek student teen true-or-false questions ke answers guess karta hai, isliye har answer right (R) ya wrong (W) hai. Maan lo A hai 'teeno right', B hai 'theek do right' aur C hai 'zyada se zyada ek right'. Kya A, B aur C ek mutually exclusive and exhaustive family banate hain?

Pehle khud try karo. Phir solution ek-ek step karke kholo.

Outcomes ko kisi count ki value ke hisaab se baantna, jaisa yahan kiya, hamesha partition deta hai. Mahinon ko 31 din wale, 30 din wale aur February mein baantna ek aur example hai.

Quick check
3 mein se 1
Ek die roll kiya jaata hai. Kaun si family mutually exclusive aur exhaustive hai?
Answer dekho

Answer (B) {1},{2,3},{4,5,6}

{1},{2,3},{4,5,6} koi outcome share nahi karte aur milkar S dete hain. Pehli aur aakhri families overlap karti hain (2 par aur 3 par); teesri mein 5 chhoot gaya hai, isliye woh exhaustive nahi hai.
Practice · 7 questions

Practice 14.1: answers ke saath

  1. Quick answerEasyNCERT Exercise 14.1, Q1

    Aath sectors wala spinner (numbers 1 se 8) ek baar ghumaya jaata hai. E hai 'pointer 6 par rukta hai' aur F hai 'pointer 3 ke multiple par rukta hai'. Kya E aur F mutually exclusive hain?

    Answer dekho

    Answer (B) Nahi, kyunki 6 dono events mein hai

    E={6} aur F={3,6}, isliye E∩F={6}≠ϕ. Event ka size overlap ke baare mein kuch nahi batata.
  2. Short answerEasyNCERT Exercise 14.1, Q2

    1 se 9 tak ek number chuna jaata hai. Maan lo A: '10 se kam', B: '10 se zyada', C: '4 ka multiple', D: '5 se kam', E: '5 se bada odd number' aur F: '4 se kam nahi'.

    1. Chhe events ko sets ki tarah likho. Kaun sa sure hai aur kaun sa impossible?

      Solution dikhao

      A={1,…,9}=S (sure), B=ϕ (impossible), C={4,8}, D={1,2,3,4}, E={7,9}, F={4,5,6,7,8,9}.

    2. A∪B, A∩B aur B∪C nikalo.

      Solution dikhao

      A∪B=S, A∩B=ϕ aur B∪C={4,8}: ϕ ke saath union lene se kuch nahi badalta.

    3. E∩F, D∩E aur A−C nikalo.

      Solution dikhao

      E∩F={7,9}, D∩E=ϕ aur A−C={1,2,3,5,6,7,9}.

    4. F′, E∩F′ aur D−E nikalo.

      Solution dikhao

      F′={1,2,3}, isliye E∩F′=ϕ; D−E={1,2,3,4} kyunki D aur E overlap nahi karte.

  3. Short answerMediumNCERT Exercise 14.1, Q3

    Do dice roll kiye jaate hain. A: 'sum 5 se kam hai'; B: 'kam se kam ek die par 6 aata hai'; C: 'sum zyada se zyada 8 hai aur 4 ka multiple hai'. Events describe karo aur batao kaun se pairs mutually exclusive hain.

    Solution dikhao

    A mein 6 outcomes hain: (1, 1), (1, 2), (1, 3), (2, 1), (2, 2), (3, 1). B mein 11 outcomes hain: chhe jinmein pehle die par 6 hai aur paanch aur jinmein sirf doosre die par 6 hai.

    C ka matlab hai 4 ya 8 ka sum: (1, 3), (2, 2), (3, 1), (2, 6), (3, 5), (4, 4), (5, 3), (6, 2).

    6 aane par sum kam se kam 7 hota hai, isliye A∩B=ϕ. Lekin A∩C mein (1, 3), (2, 2), (3, 1) hain, aur B∩C mein (2, 6), (6, 2). Sirf A aur B mutually exclusive hain.

  4. Quick answerMediumNCERT Exercise 14.1, Q4

    Teen beej boye jaate hain aur har beej ya to germinate (G) hota hai ya nahi (N). A: 'teeno germinate hote hain', B: 'theek do germinate hote hain', C: 'koi germinate nahi hota', D: 'pehla beej germinate hota hai'.

    1. Kaun se pairs mutually exclusive hain?

      Saare sahi options chuno
      Answer dekho
      Answer
      • (A) A,B
      • (B) A,C
      • (D) B,C
      • (F) C,D
      A={GGG}, B={GGN,GNG,NGG}, C={NNN} aur D woh 4 outcomes hain jo G se shuru hote hain. A∩D={GGG} aur B∩D={GGN,GNG}; baaki har pair disjoint hai.
    2. Kaun se events simple hain?

      Saare sahi options chuno
      Answer dekho
      Answer
      • (A) A
      • (C) C
      A aur C mein ek-ek sample point hai.
    3. Kaun se events compound hain?

      Saare sahi options chuno
      Answer dekho
      Answer
      • (B) B
      • (D) D
      B mein 3 points hain aur D mein 4.
  5. Short answerMediumNCERT Exercise 14.1, Q5

    School jaate hue tum teen traffic signals se guzarte ho, aur pahunchne par har ek green (G) ya red (R) hota hai. Describe karo

    1. do mutually exclusive events;

      Solution dikhao

      'Teeno green' ={GGG} aur 'teeno red' ={RRR}.

    2. teen events jo mutually exclusive aur exhaustive hon;

      Solution dikhao

      'Koi green nahi', 'theek ek green' aur 'kam se kam do greens': har outcome mein greens ki theek ek sankhya hoti hai.

    3. do events jo mutually exclusive nahi hain;

      Solution dikhao

      'Pehla signal green hai' aur 'kam se kam do greens' mein GGR, GRG aur GGG common hain.

    4. do mutually exclusive events jo exhaustive nahi hain.

      Solution dikhao

      'Saare green' aur 'saare red': outcome GRG kisi mein nahi hai, isliye yeh S ko cover nahi karte.

  6. Short answerMediumNCERT Exercise 14.1, Q6

    Do dice roll kiye jaate hain. A: 'pehle die par 3 ka multiple aata hai'; B: 'pehle die par 3 ka multiple nahi aata'; C: 'dono numbers ka sum 10 ya usse zyada hai'. Describe karo:

    1. A′ aur 'not B';

      Solution dikhao

      A′ = pehle die par 1, 2, 4 ya 5, jo B hai (24 outcomes). 'Not B' = pehle die par 3 ya 6, jo A hai (12 outcomes).

    2. 'A or B' aur 'A and B';

      Solution dikhao

      A∪B=S aur A∩B=ϕ.

    3. 'A but not C' aur 'B and C';

      Solution dikhao

      C hai (4, 6), (5, 5), (5, 6), (6, 4), (6, 5), (6, 6). A−C hai A ke 12 outcomes, (6, 4), (6, 5), (6, 6) ko chhodkar: 9 outcomes. B∩C hai (4, 6), (5, 5), (5, 6).

    4. A∩B′∩C′.

      Solution dikhao

      B′=A, isliye yeh A∩C′=A−C hai: 9 outcomes (3, 1) se (3, 6) tak, aur (6, 1), (6, 2), (6, 3).

  7. Quick answerMediumNCERT Exercise 14.1, Q7

    Question 6 ke events ke liye, decide karo ki har statement true hai ya false.

    1. A aur B mutually exclusive ke saath-saath exhaustive bhi hain.

      Answer dekho

      Answer Sahi

      A∩B=ϕ aur A∪B=S.
    2. A=B′

      Answer dekho

      Answer Sahi

      B′ hai 'pehle die par 3 ka multiple aata hai', jo A hai.
    3. A aur C mutually exclusive hain.

      Answer dekho

      Answer Galat

      (6,4), (6,5) aur (6,6) dono mein hain.
    4. A′, B′ aur C mutually exclusive aur exhaustive hain.

      Answer dekho

      Answer Galat

      A′=B, C se (4,6), (5,5), (5,6) par milta hai, isliye teeno pairwise disjoint nahi hain.

14.2 Probability ka axiomatic approach

Probably, likely aur hardly ever jaise shabd chances ko rank to karte hain, lekin naapte nahi. Probability theory har event ko ek number deti hai. Yeh number chunne ke do tareeke tum pehle se jaante ho. Classical tareeka favourable outcomes ki ginti ko equally likely outcomes ki ginti se divide karta hai. Experimental tareeka un trials ka fraction use karta hai jinmein event hua.

Axiomatic approach, jo Russian mathematician A. N. Kolmogorov ne 1933 mein diya, ek level upar kaam karta hai. Yeh nahi batata ki kaun se numbers use karne hain. Yeh teen rules list karta hai jinhe har samajhdaar assignment ko follow karna padta hai, aur baaki sab unhi se prove hota hai.

AxiomProbability ke axioms

Maan lo ek experiment ka sample space S hai. S par ek probability (प्रायिकता) ek rule P hai jo har event E⊆S ko ek real number P(E) deta hai, teen properties ke saath. (i) Non-negativity: har event E ke liye P(E)≥0. (ii) Normalisation: sure event ko P(S)=1 milta hai. (iii) Additivity: jab bhi E∩F=ϕ, tab P(E∪F)=P(E)+P(F).

Yaani P ke inputs events hain, S ke power set ke members, aur iske outputs real numbers hain. Axioms yeh nahi kehte ki yeh numbers 1 se neeche rehte hain; yeh ek consequence hai, jo neeche prove kiya gaya hai, ek aur aise consequence ke saath jo baar-baar use hota hai.

DerivationAxioms ke do jaldi wale consequences

Impossible event ki probability 0 hai. Kisi bhi event E ke liye, sets E aur ϕ disjoint hain aur E∪ϕ=E. Axiom (iii) se P(E)=P(E)+P(ϕ), milta hai, isliye P(ϕ)=0.

Koi probability 1 se zyada nahi hoti. E aur E′ disjoint hain aur E∪E′=S, isliye axioms (iii) aur (ii) se P(E)+P(E′)=1. milta hai. Axiom (i) se P(E′)≥0 hai, isliye P(E)≤1.

Jab sample space finite ho, S={ω1,ω2,…,ωn}, to axioms ek simple recipe ban jaate hain. P({ωi}), yaani elementary event {ωi} ki probability, ke liye P(ωi) likho. Tab har i ke liye 0≤P(ωi)≤1, aur

Outcome probabilities ka total 1 hota hai
∑i=1nP(ωi)=1
(14.2)
Event ki probability
P(A)=∑ωi∈AP(ωi)
(14.3)
jahan
A
koi bhi event
ωi∈A
sum sirf A ke outcomes par chalta hai

Dono axiom (iii) se aate hain: simple events pairwise disjoint hain, isliye (iii) ko baar-baar lagane se unki probabilities jud jaati hain. Poore S par total P(S)=1 hai, jo (14.2) hai; A ke outcomes par yeh P(A) hai, jo (14.3) hai. Ulta bhi sach hai: [0,1] mein ke koi bhi numbers jinka total 1 ho, outcomes ko diye ja sakte hain, aur tab (14.3) ek aisa P define karta hai jo teeno axioms follow karta hai.

Isliye axioms numbers fix nahi karte. Ek drawing pin zameen par giraao: woh ya to point upar karke (U) girti hai ya side par tilt hokar (D). Uske shape mein aisa kuch nahi jo dono ko equally likely banaye. 0≤p≤1 wale har p ke liye, choice P(U)=p, P(D)=1−p axioms follow karti hai, isliye infinitely many valid assignments hain. Asli pin ko kaun sa describe karta hai, yeh experiment ka sawaal hai. Coin ke liye bhi, P(H)=0.6, P(T)=0.4 mathematically valid hai; yeh bas fair coin ki jagah ek muda hua coin describe karta hai.

SimulationUnequal sectors wala spinner

Teen unequal size ke sectors wala spinner lab: green disc ka aadha hissa cover karta hai, blue ek-tihaai aur red chhatha hissa. Buttons ise ek baar, 10, 100 ya 1000 baar ghumaate hain. Ek bar chart har colour ki relative frequency uski theoretical probability ke saath dikhata hai, aur ek readout green ki relative frequency track karta hai. Jab tak learner spin button nahi dabata, kuch nahi hilta.

Fig. 14.7Sectors disc ka 12, 13 aur 16 hissa cover karte hain. Spin button dabao aur har bar ko uski theoretical value se compare karo.
Try karo
  • Spin karne se pehle: is disc ke liye assignment P(Green),P(Blue),P(Red) likho aur use axioms se check karo.
  • 1000 baar spin karo. Kya green ki relative frequency 12 ke paas hai? Teeno relative frequencies jodo: tumhe hamesha kya total milta hai?
  • Sirf 10 spins ke baad bhi frequencies ka total 1 hota hai aur woh kabhi negative nahi hotin, phir bhi woh sector sizes se kaafi door ho sakti hain. Woh phir bhi kaun se axioms follow karti hain?
Example 14.4NCERT Example 4 · p. 297

Valid hai ya nahi?

Ek sample space hai S={ω1,ω2,ω3,ω4,ω5}. Outcomes ko probabilities dene wale inmein se kaun se assignments valid hain?

Table 14.3Paanch proposed assignments
Rowω1ω2ω3ω4ω5
(a)0.10.30.20.250.15
(b)0.500.500
(c)121418116116
(d)0.30.30.30.3−0.2
(e)1313131313

Pehle khud try karo. Phir solution ek-ek step karke kholo.

14.2.1 Event ki probability

Jab har outcome ki probability tay ho jaaye, to (14.3) kisi bhi event ki probability deta hai: uske outcomes ki probabilities jod do. Outcomes ka equally likely hona zaroori nahi.

Ek aisa loaded die lo jismein 6 aane ki probability 14 hai, aur baaki paanch faces bache hue 34 ko barabar baantte hain, har ek 320=0.15. Event 'even number' ke liye hum 2, 4 aur 6 ke hisse jodte hain: 0.15+0.15+0.25=0.55. 'Kam se kam 5' ke liye hum jodte hain 0.15+0.25=0.40. Fig. 14.8 total probability 1 ko in hisson mein kati ek strip ki tarah dikhata hai.

3/4P(even) =0.15+0.15+0.25=0.55.

Fig. 14.8Total 1 ko outcomes mein baanto; event ko uske hisson ka sum milta hai.NCERT p. 298

Ek lambi horizontal strip total probability 1 ko dikhati hai, left end par 0 aur right end par 1. Pehle step mein yeh ek hi piece hai jis par label hai P of S barabar 1. Doosre step mein yeh 1 se 6 tak labelled chhe hisson mein kat jaati hai: 0.15 ke paanch hisse aur 0.25 ka ek lamba aakhri hissa. Teesre step mein 2, 4 aur 6 ke hisse strip ke upar uthte hain aur sum 0.15 plus 0.15 plus 0.25 barabar 0.55 dikhta hai, even number ki probability. Chauthe step mein iski jagah 5 aur 6 ke hisse uthte hain, aur kam se kam 5 ke liye 0.40 milta hai.

ExampleNCERT p. 298

Do matches, unequal chances

Ek analyst kisi team ke agle do matches ke results ko yeh probabilities deta hai, jahan W jeet hai aur L haar: P(WW)=0.36, P(WL)=0.24, P(LW)=0.24, P(LL)=0.16. Kya yeh assignment valid hai? Probability nikalo ki team (i) kam se kam ek baar jeetti hai, (ii) dono matches mein same result paati hai.

Pehle khud try karo. Phir solution ek-ek step karke kholo.

14.2.2 Equally likely outcomes ki probabilities

Aksar symmetry (fair coin, balanced die, achhi tarah shuffle kiya pack) saare outcomes ko equally likely bana deti hai. Maan lo S={ω1,…,ωn} aur har i ke liye P(ωi)=p. Tab (14.2) kehta hai np=1, isliye p=1n. Agar event E mein m outcomes hain, to (14.3) 1n ki m copies jodta hai:

Equally likely outcomes
P(E)=n(E)n(S)=mn
(14.4)
jahan
n(E)=m
E ke favourable outcomes ki sankhya
n(S)=n
outcomes ki total sankhya

Yeh Class 10 wala formula hai, jo ab axioms se derive hua hai, aur derivation iski limits bhi dikhata hai: yeh sirf tab sahi hai jab outcomes equally likely hon. Section 14.2.1 ke loaded die ke liye, P(6)=14, hai, 16 nahi. Fair die ke saath toss kiye fair coin ke liye saare 12 outcomes equally likely hain, isliye P(head and even)=312=14.

Quick check
3 mein se 1
S={a,b,c}, ke liye kaun sa assignment valid nahi hai?
Answer dekho

Answer (A) 0.7, 0.4, −0.1

0.7+0.4−0.1=1, lekin negative value axiom (i) todti hai. Baaki teen lists non-negative hain aur unka total 1 hai.

14.2.3 Event 'A or B' ki probability

1 se 20 tak numbered bees tokens mein se ek token randomly chuno. Maan lo A hai 'even number' aur B hai '3 ka multiple'. Tab n(A)=10 aur n(B)=6, phir bhi A∪B mein 13 tokens hain, 16 nahi. Tokens 6, 12 aur 18 dono events mein hain, aur sum n(A)+n(B) inmein se har ek ko do baar ginta hai (Fig. 14.9). Overlap ko ek baar ghataane se ginti theek ho jaati hai.

P(A∪B)=10+6−320=1320

3/4Tiles 6, 12 aur 18 do baar gine gaye.

Fig. 14.9Dono counts jodne se overlap do baar gin jaata hai; use ek baar ghatao.NCERT Fig. 14.1 · p. 301

1 se 20 tak numbered bees tiles paanch-paanch ki chaar rows mein hain, neeche ek running count ke saath. Pehle step mein das even tiles bhari jaati hain aur unpar tag A lagta hai, aur count kehta hai n of A barabar 10. Doosre step mein 3 ke chhe multiples ko dashed border aur tag B milta hai, aur count kehta hai 10 plus 6 barabar 16. Teesre step mein tiles 6, 12 aur 18, jinpar dono tags hain, ko mota ring aur label do baar gina milta hai. Chauthe step mein A or B ke bahar wali tiles fade ho jaati hain, rings badal kar ek baar gina ho jaate hain, aur count kehta hai 16 minus 3 barabar 13, yaani A or B ka size.

Theorem 14.1Do events ka addition rule

Kisi bhi do events A aur B ke liye, unmein se kam se kam ek hone ki probability hai P(A)+P(B) minus dono ke hone ki probability P(A∩B). Symbols mein yeh neeche diya (14.5) hai.

Addition rule
P(A∪B)=P(A)+P(B)−P(A∩B)
(14.5)

Jab A aur B mutually exclusive hon, to A∩B=ϕ aur P(ϕ)=0, isliye rule chhota hokar P(A∪B)=P(A)+P(B), ban jaata hai, jo axiom (iii) hai. Shabdon mein: 'or' ki probabilities seedhe tabhi judti hain jab events overlap na kar sakein. Kyunki P(A∩B)≥0, isliye events ka har pair P(A∪B)≤P(A)+P(B). bhi satisfy karta hai.

Ise two-dice event lab mein try karo: do overlapping events aur operation 'A or B' chuno. Panel n(A) aur n(B) jodta hai, n(A∩B) ghataata hai aur theek n(A∪B) par pahunchta hai.

Quick check
3 mein se 1
P(A)=0.45, P(B)=0.3 aur P(A∩B)=0.12. P(A∪B) nikalo.
Answer dekho

Answer 0.63

0.45+0.3−0.12=0.63.

14.2.4 Event 'not A' ki probability

1 se 25 tak numbered pachchees tokens mein se ek token nikalo aur maan lo A hai 'perfect square'. Tab A={1,4,9,16,25} aur P(A)=525=15. Baaki 20 tokens A′ banate hain, isliye P(A′)=2025=45, jo theek 1−P(A) hai (Fig. 14.10). Yeh koi sanyog nahi hai.

3/3A aur A′ milkar S bharte hain: 0.2+0.8=1.

Fig. 14.10Ek event aur uska complement sample space ko baant dete hain, isliye unki probabilities ka total 1 hota hai.NCERT p. 301

Five by five grid mein pachchees numbered tiles, right side ek panel ke saath. Pehle step mein paanch perfect squares, 1, 4, 9, 16 aur 25, solid border ke saath bhare hain aur panel par likha hai A, 25 mein se 5, P of A barabar 0.2. Doosre step mein baaki bees tiles dashed border ke saath hatched hain aur panel par likha hai not A, 25 mein se 20, 0.8. Teesre step mein dono tarah ki tiles saath dikhti hain, har tile inmein se theek ek mein hai, aur panel par likha hai 0.2 plus 0.8 barabar 1.

Theorem 14.2Complement rule

Har event A ke liye, P(not A)=P(A′)=1−P(A).

Complement rule
P(A′)=1−P(A)
(14.6)

Yeh rule tab bahut kaam aata hai jab 'not A' ko ginna A se aasaan ho, khaas kar kam se kam ek wale questions mein. Die do baar roll karo: 'koi six nahi' mein 36 mein se 5×5=25 outcomes hain, isliye P(kam se kam ek six) =1−2536=1136.

SimulationPoore pack se draw karna

52 ke standard pack wala card-drawing lab. Buttons ek card, 10, 100 ya 1000 cards draw karte hain, har baar poore reshuffle kiye pack se. Ek bar chart dikhata hai ki har suit kitni baar aaya, uske theoretical one quarter hisse ke saath, aur ek readout face card ki relative frequency ko theoretical value 3 over 13 se compare karta hai. Jab tak learner draw button nahi dabata, kuch nahi hilta.

Fig. 14.11Har draw poore, abhi shuffle kiye pack se ek card hai. Readout 'face card' track karta hai; iska complement baaki har draw hai.
Try karo
  • Draw karne se pehle: P(face card) aur P(face card nahi) kya hain?
  • 1000 cards draw karo. Face-card frequency ko 1 se ghatao aur use apni P(face card nahi) wali value se compare karo.
  • Kya chaaron suit bars 14 ke paas tik jaati hain? Kaun si do bars milkar P(red card) ka estimate deti hain?
Example 14.5NCERT Example 5 · p. 302

Pack se ek card

52 cards ke achhi tarah shuffle kiye pack se ek card randomly liya jaata hai, saare cards equally likely hain. Probability nikalo ki woh (i) face card hai, (ii) king nahi hai, (iii) red face card hai, (iv) na heart hai na face card.

Pehle khud try karo. Phir solution ek-ek step karke kholo.

Example 14.6NCERT Example 6 · p. 303

Laddoos ka jar

Ek jar mein same size ke 15 laddoo hain: 6 besan, 5 motichoor aur 4 coconut. Bina dekhe ek nikala jaata hai. Probability nikalo ki woh (i) besan hai, (ii) coconut hai, (iii) motichoor nahi hai, (iv) besan ya coconut hai.

Pehle khud try karo. Phir solution ek-ek step karke kholo.

Example 14.7NCERT Example 7 · p. 304

Do applicants

Meera aur Kabir ek hi summer internship ke liye apply karte hain. Meera ke select hone ki probability 0.3 hai, Kabir ke select hone ki 0.25, aur dono ke select hone ki 0.1. Probability nikalo ki (a) dono mein se koi select nahi hota, (b) unmein se kam se kam ek select nahi hota, (c) unmein se theek ek select hota hai.

Pehle khud try karo. Phir solution ek-ek step karke kholo.

Example 14.8NCERT Example 8 · p. 305

Team chunna

4 girls aur 3 boys mein se 3 ki ek quiz team randomly chuni jaati hai. Probability nikalo ki team mein (a) koi boy nahi hai, (b) theek ek boy hai, (c) kam se kam do boys hain.

Pehle khud try karo. Phir solution ek-ek step karke kholo.

Quick check
3 mein se 1
Agar P(A)=38, to P(not A) kya hai?
Answer dekho

Answer 0.625

1−38=58=0.625.
Practice · 21 questions

Practice 14.2: answers ke saath

  1. Quick answerEasyNCERT Exercise 14.2, Q1

    S={ω1,…,ω6}. Kaun si lists P(ω1),…,P(ω6) ke valid assignments ho sakti hain?

    Saare sahi options chuno
    Answer dekho
    Answer
    • (A) 0.1,0.1,0.2,0.2,0.3,0.1
    • (B) har outcome ke liye 16
    • (E) 121,221,321,421,521,621
    Pehli, doosri aur aakhri lists non-negative hain aur unka total 1 hai (aakhri ka 2121). Teesri mein ek negative value hai; chauthi ka total 1.5 hai.
  2. NumericalEasyNCERT Exercise 14.2, Q2

    Ek spinner ke do barabar halves hain, red aur blue. Ise do baar ghumaya jaata hai. Kam se kam ek baar blue aane ki probability nikalo.

    Answer dekho

    Answer 0.75

    Sirf RR mein blue nahi hai, isliye P =1−14=34.
  3. NumericalEasyNCERT Exercise 14.2, Q3

    1 se 12 tak ek number randomly nikala jaata hai. Probability nikalo ki woh

    1. prime hai;

      Answer dekho

      Answer 0.4166666666666667

      Primes 2, 3, 5, 7, 11: 512.
    2. kam se kam 9 hai;

      Answer dekho

      Answer 0.3333333333333333

      9, 10, 11, 12: 412=13.
    3. 12 se zyada hai;

      Answer dekho

      Answer 0

      Impossible event: 0.
    4. zyada se zyada 12 hai.

      Answer dekho

      Answer 1

      Sure event: 1.
  4. NumericalEasyNCERT Exercise 14.2, Q4

    52 ke poore, shuffle kiye pack se ek card randomly nikala jaata hai.

    1. Sample space mein kitne points hain?

      Answer dekho

      Answer 52

      Har card ka ek point.
    2. P(7 of clubs) nikalo.

      Answer dekho

      Answer 0.019230769230769232

      Ek card: 152≈0.019.
    3. P(ek 7) nikalo.

      Answer dekho

      Answer 0.07692307692307693

      Chaar 7: 452=113.
    4. P(ek club) nikalo.

      Answer dekho

      Answer 0.25

      13 clubs: 1352=14.
  5. NumericalMediumNCERT Exercise 14.2, Q5

    Ek fair coin, jiske ek face par 2 aur doosre par 5 likha hai, toss kiya jaata hai, aur ek fair die roll kiya jaata hai. Probability nikalo ki dono numbers ka sum

    1. 7;

      Answer dekho

      Answer 0.16666666666666666

      (2,5) aur (5,2): 212=16.
    2. 11;

      Answer dekho

      Answer 0.08333333333333333

      Sirf (5,6): 112.
    3. even hai.

      Answer dekho

      Answer 0.5

      Even face ke saath 2 (3 tareeke) ya odd face ke saath 5 (3 tareeke): 612=12.
  6. NumericalEasyNCERT Exercise 14.2, Q6

    Ek village panchayat committee mein 7 women aur 5 men hain. Meeting ki adhyakshta ke liye ek member randomly chuna jaata hai. Probability nikalo ki chair ek woman hai.

    Answer dekho

    Answer 0.5833333333333334

    712≈0.583.
  7. NumericalMediumNCERT Exercise 14.2, Q7

    Ek fair coin chaar baar toss kiya jaata hai. Har head par tum ₹2 jeette ho aur har tail par ₹1 haarte ho.

    1. Kitne alag net amounts possible hain?

      Answer dekho

      Answer 5

      k=0,1,2,3,4 se −4,−1,2,5,8 rupees milte hain.
    2. Har amount ki probability nikalo.

      Solution dikhao

      24=16 equally likely outcomes mein se 4Ck mein k heads hain. Isliye P(₹4 haarna) =116, P(₹1 haarna) =416, P(₹2 jeetna) =616, P(₹5 jeetna) =416, P(₹8 jeetna) =116. Inka total 1 hai.

  8. NumericalEasyNCERT Exercise 14.2, Q8

    Teen fair coins ek saath toss kiye jaate hain. Kya probability hai

    1. theek ek tail ki;

      Answer dekho

      Answer 0.375

      HHT, HTH, THH: 38.
    2. kam se kam ek head ki;

      Answer dekho

      Answer 0.875

      1−P(TTT)=78.
    3. zyada se zyada ek head ki;

      Answer dekho

      Answer 0.5

      TTT, HTT, THT, TTH: 48=12.
    4. teeno faces ek jaise hone ki.

      Answer dekho

      Answer 0.25

      HHH, TTT: 28=14.
  9. NumericalEasyNCERT Exercise 14.2, Q9

    Event A ki probability 513 hai. 'Not A' ki probability nikalo.

    Answer dekho

    Answer 0.6153846153846154

    1−513=813≈0.615.
  10. NumericalEasyNCERT Exercise 14.2, Q10

    VISAKHAPATNAM ke 13 letters mein se ek randomly chuna jaata hai. Probability nikalo ki letter

    1. vowel hai;

      Answer dekho

      Answer 0.38461538461538464

      I aur chaar A: 513.
    2. consonant hai.

      Answer dekho

      Answer 0.6153846153846154

      1−513=813.
  11. NumericalMediumNCERT Exercise 14.2, Q11

    Ek game mein player 1 se 25 tak 5 alag numbers chunta hai. Organisers pehle se 5 alag numbers fix kar chuke hain, aur agar dono sets match karte hain (order matter nahi karta) to player jeetta hai. Jeetne ki probability nikalo.

    Answer dekho

    Answer 0.000018821757952192734

    25C5=53 130 equally likely sets hain aur ek winner: 153130≈1.9×10−5.
  12. Quick answerMediumNCERT Exercise 14.2, Q12

    Kya yeh probabilities consistently defined hain?

    1. P(A)=0.3, P(B)=0.6, P(A∩B)=0.4

      Answer dekho

      Answer Galat

      A∩B⊆A, isliye P(A∩B)≤0.3. Consistent nahi.
    2. P(A)=0.45, P(B)=0.35, P(A∪B)=0.9

      Answer dekho

      Answer Galat

      Tab P(A∩B)=0.45+0.35−0.9=−0.1<0. Consistent nahi.
    3. P(A)=0.45, P(B)=0.35, P(A∪B)=0.6

      Answer dekho

      Answer Sahi

      P(A∩B)=0.2, jo 0 aur 0.35 ke beech hai. Consistent.
  13. NumericalMediumNCERT Exercise 14.2, Q13

    Har row mein missing value nikalo.

    1. P(A)=14, P(B)=16, P(A∩B)=112; P(A∪B) nikalo.

      Answer dekho

      Answer 0.3333333333333333

      312+212−112=13.
    2. P(A)=0.42, P(A∩B)=0.12, P(A∪B)=0.75; P(B) nikalo.

      Answer dekho

      Answer 0.45

      P(B)=0.75−0.42+0.12=0.45.
    3. P(A)=0.6, P(B)=0.25, P(A∪B)=0.7; P(A∩B) nikalo.

      Answer dekho

      Answer 0.15

      0.6+0.25−0.7=0.15.
  14. NumericalEasyNCERT Exercise 14.2, Q14

    A aur B mutually exclusive hain, P(A)=27 aur P(B)=37. P(A or B). nikalo.

    Answer dekho

    Answer 0.7142857142857143

    Koi overlap nahi, isliye jodo: 57≈0.714.
  15. NumericalMediumNCERT Exercise 14.2, Q15

    P(E)=25, P(F)=13 aur P(E and F)=16. Nikalo

    1. P(E or F);

      Answer dekho

      Answer 0.5666666666666667

      1230+1030−530=1730≈0.567.
    2. P(not E and not F).

      Answer dekho

      Answer 0.43333333333333335

      1−1730=1330≈0.433.
  16. Quick answerMediumNCERT Exercise 14.2, Q16

    Events E aur F ke liye, P(not E or not F) =0.6. Kya E aur F mutually exclusive hain?

    Answer dekho

    Answer (B) Nahi, kyunki P(E∩F)=0.4

    E′∪F′=(E∩F)′, isliye P(E∩F)=1−0.6=0.4≠0. Yeh saath mein ho sakte hain.
  17. NumericalEasyNCERT Exercise 14.2, Q17

    P(A)=0.37, P(B)=0.52 aur P(A and B)=0.21. Nikalo

    1. P(not A);

      Answer dekho

      Answer 0.63

      1−0.37=0.63.
    2. P(not B);

      Answer dekho

      Answer 0.48

      1−0.52=0.48.
    3. P(A ya B).

      Answer dekho

      Answer 0.68

      0.37+0.52−0.21=0.68.
  18. NumericalEasyNCERT Exercise 14.2, Q18

    Class 11 ke ek section mein 55% students Computer Science lete hain, 35% Physical Education lete hain aur 15% dono lete hain. Ek student randomly chuna jaata hai. Probability nikalo ki student Computer Science ya Physical Education leta hai.

    Answer dekho

    Answer 0.75

    0.55+0.35−0.15=0.75.
  19. NumericalMediumNCERT Exercise 14.2, Q19

    Driving test ke do parts hain, written part aur road part. Randomly chune candidate ke liye, P(written part pass karta hai) = 0.85, P(road part pass karta hai) = 0.6 aur P(kam se kam ek part pass karta hai) = 0.92. Dono pass karne ki probability nikalo.

    Answer dekho

    Answer 0.53

    0.85+0.6−0.92=0.53.
  20. NumericalMediumNCERT Exercise 14.2, Q20

    Randomly chune student ke liye, P(Physics aur Chemistry dono pass karta hai) = 0.4 aur P(dono mein se koi pass nahi karta) = 0.15. Agar P(Physics pass karta hai) = 0.7, to P(Chemistry pass karta hai) nikalo.

    Answer dekho

    Answer 0.55

    P(Phy∪Chem)=1−0.15=0.85, isliye P(Chem)=0.85−0.7+0.4=0.55.
  21. NumericalMediumNCERT Exercise 14.2, Q21

    80 students mein se 45 eco-club mein hain, 30 quiz club mein aur 18 dono mein. Ek student randomly chuna jaata hai. Probability nikalo ki student

    1. eco-club ya quiz club mein hai;

      Answer dekho

      Answer 0.7125

      45+30−1880=5780≈0.713.
    2. kisi bhi club mein nahi hai;

      Answer dekho

      Answer 0.2875

      1−5780=2380≈0.288.
    3. quiz club mein hai lekin eco-club mein nahi.

      Answer dekho

      Answer 0.15

      30−1880=1280=320.

Miscellaneous Examples

Aakhri examples is chapter ko Chapter 6 ki counting ke saath milaate hain. Plan hamesha same hai: ek equally likely sample space describe karo, use permutations ya combinations se gino, event gino, aur divide karo. Ginne se pehle koi symmetry dhoondho jo seedha answer de sakti ho.

3/3Har pair ke ek order mein A, B se pehle hai: 36=12.

Fig. 14.12A aur B ko swap karne se orders ke pairs ban jaate hain, isliye theek aadhe orders mein A pehle aata hai.NCERT p. 308

Chhe cards letters A, B aur C ke chhe orders dikhate hain, do-do ki teen rows mein. Pehle step mein chhe orders bas list kiye gaye hain: left mein ABC, ACB aur CAB, right mein BAC, BCA aur CBA. Doosre step mein swap A and B label wala double arrow har row ke dono cards ko jodta hai, yeh dikhate hue ki har right card uska left partner hi hai jismein A aur B badal diye gaye. Teesre step mein har pair ka left card, jismein A, B se pehle aata hai, outlined aur ticked hai, aur label kehta hai 6 mein se 3, isliye P barabar aadha.

Example 14.9NCERT Example 9 · p. 308

Photo ki line

Paanch dost A, B, C, D aur E photo ke liye random order mein ek row mein khade hote hain, saare orders equally likely hain. Probability nikalo ki (i) A kahin B ke left mein khada hai, (ii) A, B aur C left se right isi order mein khade hain, zaroori nahi ki saath-saath, (iii) A aur B dono end wali jagah lete hain, (iv) A aur B ek doosre ke bagal mein khade hain.

Pehle khud try karo. Phir solution ek-ek step karke kholo.

Example 14.10NCERT Example 10 · p. 309

Haath mein aces

52 ke achhi tarah shuffle kiye pack se 5 cards ka hand baanta jaata hai. Probability nikalo ki usmein (i) koi ace nahi hai, (ii) theek teen aces hain, (iii) kam se kam teen aces hain.

Pehle khud try karo. Phir solution ek-ek step karke kholo.

Example 14.11NCERT Example 11 · p. 309

Teen events ka addition rule

Teen events ka addition rule, neeche (14.7), prove karo: kisi bhi events A, B, C ke liye, A∪B∪C ki probability teeno single probabilities ka sum hai, minus teeno pairwise intersections ki probabilities, plus P(A∩B∩C).

Pehle khud try karo. Phir solution ek-ek step karke kholo.

Teen events ka addition rule
P(A∪B∪C)=P(A)+P(B)+P(C)−P(A∩B)−P(B∩C)−P(A∩C)+P(A∩B∩C)
(14.7)
Example 14.12NCERT Example 12 · p. 310

Teen medals

Chhe runners P, Q, R, S, T aur U bina kisi tie ke 100 m race daudte hain, finish ke saare orders equally likely hain. Probability nikalo ki (a) P, Q aur R kramashah gold, silver aur bronze jeette hain, (b) P, Q aur R teeno medals kisi bhi order mein jeette hain.

Pehle khud try karo. Phir solution ek-ek step karke kholo.

Quick check
2 mein se 1
Chaar dost, jinmein Asha aur Ben bhi hain, chaar chairs ki row mein randomly baithte hain. Probability nikalo ki Asha aur Ben ek doosre ke bagal mein baithte hain.
Answer dekho

Answer 0.5

Unhe ek block mein chipka do: 4!=24 orders mein se 3!×2=12, isliye 12.
Practice · 15 questions

Practice questions answers ke saath (NCERT “Chapter 14 par Miscellaneous Exercise”)

  1. NumericalMediumNCERT Miscellaneous Exercise, Q1

    Ek carton mein 6 mango, 9 orange aur 15 litchi juice packs hain. Chaar packs randomly nikale jaate hain. Probability nikalo ki

    1. chaaron orange hain;

      Answer dekho

      Answer 0.004597701149425287

      9C430C4=12627 405=2435≈0.0046.
    2. kam se kam ek litchi hai.

      Answer dekho

      Answer 0.9501915708812261

      'Koi litchi nahi' ka complement: 1−15C430C4=1−136527 405=248261≈0.950.
  2. NumericalMediumNCERT Miscellaneous Exercise, Q2

    52 ke achhi tarah shuffle kiye pack se paanch cards nikale jaate hain. 2 hearts aur 3 clubs milne ki probability nikalo.

    Answer dekho

    Answer 0.008583433373349339

    13C2×13C352C5=78×2862 598 960=14316 660≈0.0086.
  3. NumericalEasyNCERT Miscellaneous Exercise, Q3

    Ek die ke teen faces par number 4, do faces par 5 aur ek face par 6 hai. Ise ek baar roll kiya jaata hai. Nikalo

    1. P(5);

      Answer dekho

      Answer 0.3333333333333333

      26=13.
    2. P(4 ya 6);

      Answer dekho

      Answer 0.6666666666666666

      3+16=23.
    3. P(4 nahi).

      Answer dekho

      Answer 0.5

      1−36=12.
  4. NumericalHardNCERT Miscellaneous Exercise, Q4

    School fete ke raffle mein 5000 tickets bikte hain aur unmein se 20 ek jaise prizes jeette hain. Chaar decimal places tak, kuch na jeetne ki probability nikalo agar tum kharidte ho

    1. ek ticket;

      Answer dekho

      Answer 0.996

      49805000=0.996.
    2. do tickets;

      Answer dekho

      Answer 0.992

      4980C25000C2=4980×49795000×4999≈0.9920.
    3. paanch tickets.

      Answer dekho

      Answer 0.9802

      4980C55000C5≈0.9802.
  5. NumericalHardNCERT Miscellaneous Exercise, Q5

    120 students, jinmein tum aur tumhara ek dost bhi hain, randomly 50 ke ek section aur 70 ke ek section mein baante jaate hain. Probability nikalo ki

    1. tum dono same section mein ho;

      Answer dekho

      Answer 0.5098039215686274

      50120⋅49119+70120⋅69119=728014 280=2651≈0.510.
    2. tum alag sections mein ho.

      Answer dekho

      Answer 0.49019607843137253

      (a) ka complement: 2551≈0.490.
  6. NumericalHardNCERT Miscellaneous Exercise, Q6

    Chaar alag logon ko chaar letters likhe jaate hain aur chaar envelopes par address likhe jaate hain. Letters ko randomly envelopes mein daala jaata hai, har envelope mein ek. Ek ya zyada letters ke sahi envelope mein pahunchne ka chance kya hai?

    Solution dikhao

    Letters ko 1 se 4 kaho. Jin arrangements mein koi letter apni jagah par nahi hai, woh hain 2143, 2341, 2413, 3142, 3412, 3421, 4123, 4312, 4321: kul nau. Isliye P(kam se kam ek sahi) =1−924=1524=58.

  7. NumericalMediumNCERT Miscellaneous Exercise, Q7

    A aur B aise events hain ki P(A)=0.62, P(B)=0.48 aur P(A∩B)=0.27. Nikalo

    1. P(A∪B);

      Answer dekho

      Answer 0.83

      0.62+0.48−0.27=0.83.
    2. P(A′∩B′);

      Answer dekho

      Answer 0.17

      1−P(A∪B)=0.17.
    3. P(A∩B′);

      Answer dekho

      Answer 0.35

      0.62−0.27=0.35.
    4. P(B∩A′).

      Answer dekho

      Answer 0.21

      0.48−0.27=0.21.
  8. NumericalMediumNCERT Miscellaneous Exercise, Q8

    Chhe volunteers school ka blood-donation camp chalate hain. Unmein se ek ko press se baat karne ke liye randomly chuna jaata hai. Probability nikalo ki speaker female hai ya 25 se kam umar ka hai.

    Table 14.4Volunteers
    NaamGenderAge (saal)
    TanviF22
    ArjunM31
    FarhanM24
    GurpreetF35
    LalitM28
    NehaF19
    Answer dekho

    Answer 0.6666666666666666

    Female: 3; 25 se kam: 3 (Tanvi, Farhan, Neha); dono: Tanvi aur Neha. Isliye 3+3−26=23.
  9. NumericalHardNCERT Miscellaneous Exercise, Q9

    Digits 0, 2, 5, 6, 9 se 6000 se bade four-digit numbers randomly banaye jaate hain. Probability nikalo ki number 5 se divisible hai jab

    1. digits repeat ho sakte hain;

      Answer dekho

      Answer 0.39759036144578314

      Saare: 2×53−1=249 (6000 hatakar). 0 ya 5 par khatam hone wale: 2×52×2−1=99. P =99249=3383≈0.398.
    2. digits repeat nahi ho sakte.

      Answer dekho

      Answer 0.5

      Saare: 2×4×3×2=48. 0 ya 5 par khatam hone wale: 2×2×(3×2)=24. P =12.
  10. NumericalEasyNCERT Miscellaneous Exercise, Q10

    Ek bicycle lock mein teen wheels hain, har ek par 0 se 9 tak digits, aur yeh teen alag digits ke ek sequence par khulta hai. Teen alag digits ka ek random guess ise kholne ki probability kya hai?

    Answer dekho

    Answer 0.001388888888888889

    10P3=10×9×8=720 sequences, ek sahi: 1720≈0.0014.
  11. Quick answerMedium

    Assertion (A): Kisi bhi do events ke liye, P(A∪B)≤P(A)+P(B). Reason (R): Events ke har pair ke liye P(A∩B)≥0.

    Answer dekho

    Answer (A) Dono true hain aur R, A ko explain karta hai

    (14.5) se, P(A∪B) hai P(A)+P(B) mein se non-negative number P(A∩B) ghataaya hua, aur non-negative number ghataane se sum badh nahi sakta.
  12. Quick answerMedium

    Events A, B, C mutually exclusive aur exhaustive hain, aur P(A)=2P(B)=3P(C). Tab P(A) hai

    Answer dekho

    Answer (D) 611

    P(A)+P(A)2+P(A)3=1, isliye 116P(A)=1 aur P(A)=611.
  13. Quick answerMedium

    Do fair dice roll kiye jaate hain. Probability nikalo ki sum 8 hai ya dice par double aata hai.

    Answer dekho

    Answer 0.2777777777777778

    Sum 8: 5 outcomes; doubles: 6; dono: (4,4). Isliye 5+6−136=1036=518≈0.278.
  14. Quick answerHard

    P(A)=0.4 aur P(B)=0.5. Kaun sa interval P(A∩B) ki har possible value rakhta hai, aur usse zyada kuch nahi?

    Answer dekho

    Answer (D) [0,0.4]

    P(A∩B)≤P(A)=0.4 (jab A⊆B ho tab yeh value milti hai). P(A∪B)≤1 se humein sirf P(A∩B)≥−0.1, milta hai, isliye lower limit 0 hai (jab A, B mutually exclusive hon tab milti hai).
  15. Quick answerHard

    52 ke achhi tarah shuffle kiye pack se chaar cards nikale jaate hain. Probability nikalo ki chaaron alag suits ke hain.

    Answer dekho

    Answer 0.10549819927971188

    13452C4=28 561270 725≈0.1055.
Recap

Summary aur key points

  1. Event sample space ka koi bhi subset hai; yeh tab hota hai jab outcome usmein ho (Section 14.1).
  2. ϕ impossible event hai aur S sure event; simple events mein ek sample point hota hai, compound events mein zyada (Section 14.1.2).
  3. 'Not A' hai A′=S−A, 'A or B' hai A∪B, 'A and B' hai A∩B, 'A but not B' hai A−B=A∩B′ (Section 14.1.3).
  4. A aur B mutually exclusive hain jab A∩B=ϕ (Section 14.1.4).
  5. Events exhaustive hain jab unka union S ho; agar woh pairwise disjoint bhi hon to S ko partition karte hain ((14.1)).
  6. Axioms: P(E)≥0, P(S)=1, aur mutually exclusive E, F ke liye P(E∪F)=P(E)+P(F); isliye P(ϕ)=0 (Section 14.2).
  7. Finite S ke liye, outcome probabilities [0,1] mein hoti hain aur unka total 1 hota hai ((14.2)).
  8. Event ki probability uske outcomes ki probabilities ka sum hai ((14.3)).
  9. n equally likely outcomes ke saath, P(E)=n(E)n(S) ((14.4)).
  10. Kisi bhi do events ke liye, P(A) aur P(B) jodo, phir P(A∩B) ghatao taaki overlap ek hi baar gina jaaye; mutually exclusive events ke liye kuch nahi ghataana (Theorem 14.1).
  11. Complement rule P(A′)=1−P(A) 'kam se kam ek' tak pahunchne ka shortcut hai (Theorem 14.2).
  12. Teen events ke liye, singles jodo, pairs ghatao aur triple wapas jodo ((14.7)).
Timeline

Historical note: jua ki tables se axioms tak

  1. c. 2500 BCE

    Mohenjo-daro mein mitti ke dice

    Harappan sites par paki mitti ke cube jaise dice khudaai mein mile hain, isliye India mein chance ke games bahut purane hain.

  2. 1560s

    Chance ke games par Cardano

    Italian physician Gerolamo Cardano (1501–1576) ne Liber de Ludo Aleae likhi, dice ke mathematics par pehli kitaab. Yeh sirf 1663 mein chhapi.

  3. 1654

    Pascal aur Fermat

    Ek juaari ke dice aur beech mein ruke game ke baare mein sawaal Blaise Pascal tak pahunche, jinke Pierre de Fermat ke saath letters ne unhe solve kiya aur is subject ki neev rakhi.

  4. 1657

    Huygens ki textbook

    Christiaan Huygens (1629–1695) ne probability par pehla printed treatise publish kiya, jo expected value ke idea par based tha.

  5. 1713

    Bernoulli ka law

    Jacob Bernoulli ki Ars Conjectandi, jo unki maut ke baad publish hui, ne prove kiya ki bahut saare trials mein relative frequencies probabilities ke paas tik jaati hain.

  6. 1718–1812

    De Moivre aur Laplace

    Abraham de Moivre ki Doctrine of Chances aur Pierre-Simon Laplace ke 1812 ke treatise ne probability ko ek badi, systematic theory bana diya.

  7. 1800s

    Russian school

    P. L. Chebyshev (1821–1894) aur unke student A. A. Markov (1856–1922) ne general limit theorems prove kiye.

  8. 1933

    Kolmogorov ke axioms

    A. N. Kolmogorov (1903–1987) ne probability ko sets par ek function maana jo kuch axioms follow karta hai, yahi is chapter ka approach hai.

Flash cards · 6

Yaad rakhne wale rules

1 / 6

Apna NCERT exercise question dhoondo

Hamare practice questions ncert.ai ke liye likhe gaye hain aur NCERT exercises ko follow karte hain. Apni textbook ke question se match karne wala question dhoondo; uska answer uske saath hai.

Tumhari NCERT textbook meinYahan practice question
NCERT Exercise 14.1, Q1Practice 14.1 · Q1
NCERT Exercise 14.1, Q2Practice 14.1 · Q2
NCERT Exercise 14.1, Q3Practice 14.1 · Q3
NCERT Exercise 14.1, Q4Practice 14.1 · Q4
NCERT Exercise 14.1, Q5Practice 14.1 · Q5
NCERT Exercise 14.1, Q6Practice 14.1 · Q6
NCERT Exercise 14.1, Q7Practice 14.1 · Q7
NCERT Exercise 14.2, Q1Practice 14.2 · Q1
NCERT Exercise 14.2, Q2Practice 14.2 · Q2
NCERT Exercise 14.2, Q3Practice 14.2 · Q3
NCERT Exercise 14.2, Q4Practice 14.2 · Q4
NCERT Exercise 14.2, Q5Practice 14.2 · Q5
NCERT Exercise 14.2, Q6Practice 14.2 · Q6
NCERT Exercise 14.2, Q7Practice 14.2 · Q7
NCERT Exercise 14.2, Q8Practice 14.2 · Q8
NCERT Exercise 14.2, Q9Practice 14.2 · Q9
NCERT Exercise 14.2, Q10Practice 14.2 · Q10
NCERT Exercise 14.2, Q11Practice 14.2 · Q11
NCERT Exercise 14.2, Q12Practice 14.2 · Q12
NCERT Exercise 14.2, Q13Practice 14.2 · Q13
NCERT Exercise 14.2, Q14Practice 14.2 · Q14
NCERT Exercise 14.2, Q15Practice 14.2 · Q15
NCERT Exercise 14.2, Q16Practice 14.2 · Q16
NCERT Exercise 14.2, Q17Practice 14.2 · Q17
NCERT Exercise 14.2, Q18Practice 14.2 · Q18
NCERT Exercise 14.2, Q19Practice 14.2 · Q19
NCERT Exercise 14.2, Q20Practice 14.2 · Q20
NCERT Exercise 14.2, Q21Practice 14.2 · Q21
NCERT Miscellaneous Exercise, Q1Chapter 14 par Miscellaneous Exercise · Q1
NCERT Miscellaneous Exercise, Q2Chapter 14 par Miscellaneous Exercise · Q2
NCERT Miscellaneous Exercise, Q3Chapter 14 par Miscellaneous Exercise · Q3
NCERT Miscellaneous Exercise, Q4Chapter 14 par Miscellaneous Exercise · Q4
NCERT Miscellaneous Exercise, Q5Chapter 14 par Miscellaneous Exercise · Q5
NCERT Miscellaneous Exercise, Q6Chapter 14 par Miscellaneous Exercise · Q6
NCERT Miscellaneous Exercise, Q7Chapter 14 par Miscellaneous Exercise · Q7
NCERT Miscellaneous Exercise, Q8Chapter 14 par Miscellaneous Exercise · Q8
NCERT Miscellaneous Exercise, Q9Chapter 14 par Miscellaneous Exercise · Q9
NCERT Miscellaneous Exercise, Q10Chapter 14 par Miscellaneous Exercise · Q10

Quick check: MCQs

  1. 14.1.2 Events ke types3 questions
  2. 14.1.3 Events ka algebra3 questions
  3. 14.1.5 Exhaustive events3 questions
  4. 14.2.2 Equally likely outcomes ki probabilities3 questions
  5. 14.2.3 Event 'A or B' ki probability3 questions
  6. 14.2.4 Event 'not A' ki probability3 questions
  7. Miscellaneous Examples2 questions
Glossary · 12

Key terms (English + Hindi)

complementary eventपूरक घटनाpoorak ghatna
Event A ke liye, A mein na hone wale saare outcomes ka event A′=S−A; yeh theek tab hota hai jab A nahi hota.Chapter mein pehli baar yahan aaya →
compound eventमिश्र घटनाmishr ghatna
Ek se zyada sample points wala event.Chapter mein pehli baar yahan aaya →
equally likely outcomesसम-संभाव्य परिणामsam-sambhavya parinaam
Aise outcomes jinki probability same ho, n outcomes hon to har ek ki 1n.Chapter mein pehli baar yahan aaya →
eventघटनाghatna
Sample space ka koi bhi subset. Yeh tab hota hai jab experiment ka outcome usmein ho.
exhaustive eventsनिःशेष घटनाएँnihshesh ghatnaayen
Aise events jinka union poora sample space hai, isliye har trial mein unmein se kam se kam ek hota hai.Chapter mein pehli baar yahan aaya →
impossible eventअसंभव घटनाasambhav ghatna
Empty set ϕ ko event ki tarah dekhna: koi outcome ise nahi karwata.Chapter mein pehli baar yahan aaya →
mutually exclusive eventsपरस्पर अपवर्जी घटनाएँparaspar apavarjee ghatnaayen
Aise events jo saath mein nahi ho sakte: A∩B=ϕ.
probabilityप्रायिकताpraayikta
Ek function P jo har event ko ek number P(E) deta hai, jahan P(E)≥0, P(S)=1 aur mutually exclusive E, F ke liye P(E∪F)=P(E)+P(F).Chapter mein pehli baar yahan aaya →
random experimentयादृच्छिक परीक्षणyadrichchhik pareekshan
Aisa experiment jiske ek se zyada possible outcomes hon, sab pehle se pata hon, lekin asli outcome predict na kiya ja sake.Chapter mein pehli baar yahan aaya →
sample spaceप्रतिदर्श समष्टिpratidarsh samashti
Random experiment ke saare possible outcomes ka set S; har element ek sample point hai.Chapter mein pehli baar yahan aaya →
simple eventसरल घटनाsaral ghatna
Theek ek sample point wala event, jaise {5}; ise elementary event bhi kehte hain.Chapter mein pehli baar yahan aaya →
sure eventनिश्चित घटनाnishchit ghatna
Poore sample space S ko event ki tarah dekhna: yeh har trial mein hota hai.Chapter mein pehli baar yahan aaya →

Tum chapter ke end tak pahunch gaye

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