If X1, X2, Xn are iids, this means that:
Var(X1+X2+...+Xn) = Var(X1) + Var(X2) +...+Var(Xn), right??
but does : Var(X1^2 + X2^2 + ... + Xn^2) = Var(X1^2) + Var(X2^2)+...+Var(Xn^2)?
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If X1, X2, Xn are iids, this means that:
Var(X1+X2+...+Xn) = Var(X1) + Var(X2) +...+Var(Xn), right??
but does : Var(X1^2 + X2^2 + ... + Xn^2) = Var(X1^2) + Var(X2^2)+...+Var(Xn^2)?
Ifare independent then so are
. To see that, take
and let
. We have
and sinceare independent, we have
and we are done.
We conclude that your formula is true ifexists (but the problem doesn't come from the independence).