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Question

Mathematics Question on Probability

There are three bags XX, YY, and ZZ. Bag XX contains 5 one-rupee coins and 4 five-rupee coins; Bag YY contains 4 one-rupee coins and 5 five-rupee coins, and Bag ZZ contains 3 one-rupee coins and 6 five-rupee coins. A bag is selected at random and a coin drawn from it at random is found to be a one-rupee coin. Then the probability, that it came from bag YY, is:

A

13\frac{1}{3}

B

12\frac{1}{2}

C

14\frac{1}{4}

D

512\frac{5}{12}

Answer

13\frac{1}{3}

Explanation

Solution

Let the events EX,EY,E_X, E_Y, and EZE_Z denote the selection of bags X,Y,X, Y, and ZZ respectively. Let the event AA denote drawing a one-rupee coin. We are required to find the conditional probability: P(EYA)=P(EY)×P(AEY)P(A).P(E_Y|A) = \frac{P(E_Y) \times P(A|E_Y)}{P(A)}.

The probabilities of selecting each bag are: P(EX)=P(EY)=P(EZ)=13.P(E_X) = P(E_Y) = P(E_Z) = \frac{1}{3}.

The probability of drawing a one-rupee coin from each bag is given by: P(AEX)=59,P(AEY)=49,P(AEZ)=39.P(A|E_X) = \frac{5}{9}, \quad P(A|E_Y) = \frac{4}{9}, \quad P(A|E_Z) = \frac{3}{9}.

The total probability of drawing a one-rupee coin, using the law of total probability: P(A)=P(EX)×P(AEX)+P(EY)×P(AEY)+P(EZ)×P(AEZ).P(A) = P(E_X) \times P(A|E_X) + P(E_Y) \times P(A|E_Y) + P(E_Z) \times P(A|E_Z).

Substituting the values: P(A)=13×59+13×49+13×39,P(A) = \frac{1}{3} \times \frac{5}{9} + \frac{1}{3} \times \frac{4}{9} + \frac{1}{3} \times \frac{3}{9}, P(A)=527+427+327=1227=49.P(A) = \frac{5}{27} + \frac{4}{27} + \frac{3}{27} = \frac{12}{27} = \frac{4}{9}.

Now, the conditional probability that the coin came from bag YY given that it is a one-rupee coin is: P(EYA)=P(EY)×P(AEY)P(A),P(E_Y|A) = \frac{P(E_Y) \times P(A|E_Y)}{P(A)}, P(EYA)=13×4949=42749=13.P(E_Y|A) = \frac{\frac{1}{3} \times \frac{4}{9}}{\frac{4}{9}} = \frac{\frac{4}{27}}{\frac{4}{9}} = \frac{1}{3}.

Therefore: 13.\frac{1}{3}.