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MathsMediumClass 12

Bayes' Theorem

Probability

9

JEE Qs

8%

Hard

75

min

Master the art of correctly identifying the 'causes' (partitions) and the 'effect' in a problem, then systematically apply the Total Probability Theorem to compute the denominator before using the Bayes' formula.

🧮 Key Formulas

P(Ei|A) = [P(A|Ei) * P(Ei)] / P(A)
P(A) = Σ P(A|Ej) * P(Ej) (Total Probability Theorem)
P(Ei|A) = [P(A|Ei) * P(Ei)] / [Σ P(A|Ej) * P(Ej)]

✅ Key Points for JEE

  • 1Bayes' Theorem calculates the probability of a 'cause' (Ei) given an 'effect' (A) has occurred (posterior probability).
  • 2It requires identifying the set of mutually exclusive and exhaustive 'causes' (partitions of the sample space, E1, E2,..., En) and the 'effect' (A).
  • 3The numerator involves the prior probability of the cause P(Ei) and the likelihood of the effect given the cause P(A|Ei).
  • 4The denominator, P(A), is typically calculated using the Total Probability Theorem, summing up P(A|Ej)P(Ej) for all possible causes Ej.
  • 5Tree diagrams are often highly effective for visualizing the problem structure and correctly identifying all probabilities needed.

⚠️ Common Mistakes

  • Confusing P(A|B) with P(B|A); Bayes' Theorem precisely helps to find one from the other.
  • Incorrectly identifying the 'causes' (Ei) and the 'effect' (A), leading to swapped probabilities.
  • Errors in calculating the denominator using the Total Probability Theorem, especially in multi-stage problems.
  • Not ensuring that the events Ei are mutually exclusive and exhaustive, which is crucial for the application of the Total Probability Theorem.

📝 Practice Questions

See all

Q5. If A and B are two events such that P(A ∩B) = 0.1, and P(A ∣B) and P(B ∣A) are the roots of the equation – 12x2 −7x + 1 = 0, then the value of P(A∪B) is : P(A∩B) (1) 4 (2) 7 3 4 (3) 5 (4) 9 3 4

2025·MCQMedium

Q10.Let A = [aij] be a square matrix of order 2 with entries either 0 or 1 . Let E be the event that A is an invertible matrix. Then the probability P(E) is : 2025 (24 Jan Shift 2) JEE Main Previous Year Paper (1) 3 (2) 5 16 8 (3) 3 (4) 1 8 8

2025·MCQMedium

Q3. Two balls are selected at random one by one without replacement from a bag containing 4 white and 6 black balls. If the probability that the first selected ball is black, given that the second selected ball is also black, is m , n where gcd(m, n) = 1, then m + n is equal to : (1) 4 (2) 14 (3) 13 (4) 11

2025·MCQMedium

Q16.A coin is tossed three times. Let X denote the number of times a tail follows a head. If μ and σ2 denote the mean and variance of X , then the value of 64 (μ + σ2) is : (1) 51 (2) 64 (3) 32 (4) 48

2025·MCQMedium

Q2. One die has two faces marked 1 , two faces marked 2 , one face marked 3 and one face marked 4 . Another die has one face marked 1 , two faces marked 2 , two faces marked 3 and one face marked 4. The probability of getting the sum of numbers to be 4 or 5 , when both the dice are thrown together, is (1) 2 (2) 1 3 2 (3) 4 (4) 3 9 5

2025·MCQMedium

Q8. Two number k1 and k2 are randomly chosen from the set of natural numbers. Then, the probability that the value of ik1 + ik2, (i = √−1) is non-zero, equals ⎪ ⎪ 2025 (28 Jan Shift 1) JEE Main Previous Year Paper (1) 1 (2) 3 2 4 (3) 1 (4) 2 4 3

2025·MCQMedium

NCERT Chapters

  • Class 12 Mathematics Ch 13: Probability