[Math] Variance of Square of a Random Variable

probabilityvariance

Random variable $Y$ has mean $0$ and variance $\frac{1}{w}$.

I am trying to find the distribution of the random variable $wY^2$.

For the mean,

$E(Y^2)=(E(Y))^{2}+Var(Y)=0+\frac{1}{w}=\frac{1}{w}$.

However, I am struggling with the $var(Y^{2})$ because it would seem that I would need to know $E(Y^4)$, which I in turn cannot calculate without $var(Y^{2})$.

Best Answer

Unfortunately, I don't think that there is much more you can do than write $$V(X^2) = \mathbb{E}(X^4) - \sigma^4 - \mu^4 - 2\sigma^2\mu^2 $$ in general, if you don't know the underlying distribution.

In your case this reduces to $$V(X^2) = \mathbb{E}(X^4) - \frac{1}{w^4}. $$