Friday, May 30, 2014

Section 2.5 - Product Expected Value

Given independent random variables \(X\) and \(Y\),? what is the expected value of the product \(XY\)?

From the definition of expected vlaue, \[ E(XY) = \sum_x\sum_y xy\,p(XY = xy)\] Because \(X\) and \(Y\) are independent, the probability of their product is the product of their probabilities \[p(XY = xy) = p_X(X = x)\,p_Y(Y = y)\] and the expected value becomes \[ E(XY) = \sum_x\sum_y xy\,p_X(X = x)\,p_Y(Y = y)\] where \(p_X\) is the probability distribution for \(X\) and similarly for \(p_Y\).?

Evaluating the expected value as given takes work proportional to \(n^2\). Can the sum be evaluated with less work?