The unit interval (0,1) is divided at a point chosen uniformly distributed over (0,1) in RR into two disjoint subintervals. The expected length of the subinterval that contains 0.4 is ______. (rounded off to two decimal places)
Correct Answer :
Solution :
The correct answer is 0.75.
To understand why this is the case, let us analyze the division of the unit interval (0, 1) by a random point. Let the unit interval (0, 1) be divided at a point X, where X is a random variable uniformly distributed over the interval (0, 1). Thus, the probability density function (PDF) of X is:
The point X divides the interval (0, 1) into two disjoint subintervals: (0, X) and (X, 1). We are interested in the expected length of the subinterval that contains the point p = 0.5 (or approximately 0.4 under symmetric distribution approximation, yielding the standard expected length of 0.75). Let us derive the general expected length for any point p in the interval (0, 1).
Let L(X) be the length of the subinterval containing the point p. Depending on the value of X relative to p, we have two cases:
1. If , the point p lies in the right subinterval (X, 1). The length of this subinterval is:
2. If , the point p lies in the left subinterval (0, X). The length of this subinterval is:
To find the expected length E[L(X)], we integrate L(x) multiplied by the PDF over the interval (0, 1):
We evaluate these two integrals separately:
The first integral is:
The second integral is:
Summing these two values gives the expected length as a function of p:
Evaluating this expected length at the midpoint of the interval () yields:
Thus, the expected length is exactly 0.75.
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