Question Details

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)

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Correct Answer :

0.75

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:
f ( x ) = 1  for  0 < x < 1

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 X<p, the point p lies in the right subinterval (X, 1). The length of this subinterval is:
L ( X ) = 1 - X
2. If Xp, the point p lies in the left subinterval (0, X). The length of this subinterval is:
L ( X ) = X

To find the expected length E[L(X)], we integrate L(x) multiplied by the PDF over the interval (0, 1):
E [ L ( X ) ] = 0 p ( 1 - x ) d x + p 1 x d x

We evaluate these two integrals separately:
The first integral is:
0 p ( 1 - x ) d x = [ x - x 2 2 ] 0 p = p - p 2 2
The second integral is:
p 1 x d x = [ x 2 2 ] p 1 = 1 2 - p 2 2

Summing these two values gives the expected length as a function of p:
E [ L ( X ) ] = ( p - p 2 2 ) + ( 1 2 - p 2 2 ) = 1 2 + p - p 2 = 1 2 + p ( 1 - p )

Evaluating this expected length at the midpoint of the interval (p=0.5) yields:
E [ L ( X ) ] = 0.5 + 0.5 ( 1 - 0.5 ) = 0.5 + 0.25 = 0.75

Thus, the expected length is exactly 0.75.

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