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Miscellaneous Exercise · Q10

Q.Bag I contains 3 red and 4 black balls and Bag II contains 4 red and 5 black balls. One ball is transferred from Bag I to Bag II and then a ball is drawn from Bag II. The ball so drawn is found to be red in colour. Find the probability that the transferred ball is black.

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Given that a red ball was drawn from Bag II, Bayes' theorem gives the probability that the transferred ball was black as 1631\dfrac{16}{31}.

The setup

One ball is moved from Bag I (3 red, 4 black) into Bag II (4 red, 5 black), and then a ball is drawn from Bag II and turns out to be red. We want the chance that the ball we transferred was black. Two hidden possibilities ("red transferred" or "black transferred") could have led to the same visible outcome ("red drawn"), so this is a Bayes' theorem question.

Define:

  • E1E_1: the transferred ball is red
  • E2E_2: the transferred ball is black
  • AA: the ball drawn from Bag II is red

We want P(E2∣A)P(E_2\mid A).

Step 1 — prior probabilities

Bag I has 3+4=73+4=7 balls, so

P(E1)=37,P(E2)=47.P(E_1)=\frac{3}{7},\qquad P(E_2)=\frac{4}{7}.

Step 2 — likelihoods after the transfer

Bag II starts with 4 red and 5 black (9 balls); adding one ball makes 10.

If a red was transferred, Bag II has 55 red and 55 black:

P(A∣E1)=510=12.P(A\mid E_1)=\frac{5}{10}=\frac12.

If a black was transferred, Bag II has 44 red and 66 black:

P(A∣E2)=410=25.P(A\mid E_2)=\frac{4}{10}=\frac25.

Step 3 — apply Bayes' theorem

P(E2∣A)=P(E2) P(A∣E2)P(E1) P(A∣E1)+P(E2) P(A∣E2).P(E_2\mid A)=\frac{P(E_2)\,P(A\mid E_2)}{P(E_1)\,P(A\mid E_1)+P(E_2)\,P(A\mid E_2)}. …

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