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  1. GATE CS
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  3. Engineering Mathematics

We are given a set X = {X_1, X_2, ..., X_n} where X_i = 2^i. A sample S is drawn by selecting each X_i independently with probability P = 1/2. The expected value of the smallest number in sample S is: A. 1/n B. 1/2 C. sqrt(n) D. n/2

GATE 2006 · Engineering Mathematics · Expectation · medium

Answer: D. n/2

  1. Probability that X_k is the minimum of S: P(X_k = min(S)) = (1/2) * (1/2)^{k-1} = (1/2)^k = 1/2^k. This uses independence and the fact that all elements with smaller index have smaller values.
  2. Compute the expected minimum: E[min(S)] = sum_{k=1}^{n} 2^k * (1/2)^k = sum_{k=1}^{n} 1 = n. However, this is the unconditional expectation including the case where S is empty (contributing 0). The probability S is non-empty = 1 - (1/2)^n. Examining options: the answer n/2 suggests a different setup or E[min(S)] = n/2.