Let X and Y be independent random variables with means EX = 10 and EY = 5 and standard deviations σX = 2 and σY = 1.
Find the second moment E(X + Y + 1)2
solution:
Given that
X and Y are independent random variables
E[X] = 10 , E[Y] = 5
= 2 , = 1
Then Var(X) = = 4 , Var(Y) = = 1
E[X^2] - E[X]^2 = 4 , E[Y^2]-E[Y]^2 = 1
E[X^2] = 4+(10^2) , E[Y^2] = 1+(5^2)
E[X^2] = 104 , E[Y^2] = 26
If X and Y are independent then E[XY] = E[X]*E[Y]
Now, The second moment
E[ (X+Y+1)^2] = E[ (X^2 + Y^2 + 1 + 2XY + 2Y + 2X) ] [(a+b+c)^2 = a^2+b^2+c^2+2ab+2bc+2ca ]
= E[X^2] + E[Y^2] + E[1] + E[2XY] + E[2Y] + E[2X]
= E[X^2] + E[Y^2] + 1 + 2*E[X]*E[Y] + 2E[Y] + 2E[X] [ E[kX] = kE[X] , E[k] = k ]
= 104 + 26 + 1 + (2 * 10 * 5) + (2 * 5) + (2 * 10)
= 261
E[ (X+Y+1)^2] = 261
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