Friday, 29 December 2023

If x and y are two random variables, what is E[xy]?

Question: If x and y are two random variables, what is E[xy]?

If x x and y y are two random variables, the expected value of their product x y xy is given by:

E [ x y ] = i j x i y j P ( X = x i , Y = y j ) E[xy] = \sum_{i}\sum_{j} x_iy_j P(X=x_i, Y=y_j)

In continuous cases, where x x and y y are continuous random variables, this is expressed as an integral:

E [ x y ] = x y f ( x , y ) d x d y E[xy] = \int\int xy f(x, y) \,dx\,dy

where f ( x , y ) f(x, y) is the joint probability density function of x x and y y .

In simpler terms, the expected value of the product of two random variables is found by multiplying each pair of possible values of x x and y y by the probability of that particular combination occurring, and then summing or integrating over all possible pairs.

It's important to note that if x x and y y are independent, then E [ x y ] = E [ x ] E [ y ] E[xy] = E[x] \cdot E[y] . If they are not independent, the expected value of the product is influenced by the covariance between x x and y y , and it can be expressed as:

E [ x y ] = E [ x ] E [ y ] + cov ( x , y ) E[xy] = E[x] \cdot E[y] + \text{cov}(x, y)

where cov ( x , y ) \text{cov}(x, y) is the covariance between x x and y y .

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