Expected Value – How to Find Expected Value of $\xi^2\eta^2$

expected valueprobability theory

The task: Find out expected value of $\xi^2\eta^2$, where $(\xi,\eta)$ has normal distribution with zero mean vector and covariance matrix
$(\begin{matrix}
4 & 1 \\
1 & 1 \\
\end{matrix})$

I tryed to find the expected value with new random value as ($\eta- c\xi$), where c=const and cov($\xi, \eta- c\xi$)=0, but it only complicates the calculations.

Best Answer

Another is to write $X=\sqrt 3 Z + Y$ where $Z$ is independent of $Y$ and has the same distribution as $Y$ and has $EZ=0$ and $V(Z)=1$ (that is, $N(0,1)$). Check: $V(X) = 3V(Z)+V(Y) = 3 + 1 = 4$, and $\text{Cov}(X,Y)= \text{Cov}(Y,Y) =1$. Then $X^2Y^2 = 3Z^2Y^2+2\sqrt 3 ZY^3 + Y^4$, whose expectation is $EZ^2EY^2+2\sqrt3 EZEY^3+EY^4=3+0+3=6$. (The 4th moment of $Y$ is $3$; see the Wikipedia page.)