Kolmogorov convergence theorem
= Kolmogorov convergence theorem
{c}
If independent centered random variables $(Y_n)$ satisfy $\sum_n\operatorname{Var}(Y_n)<\infty$, then $\sum_nY_n$ converges almost surely. It follows from Kolmogorov's maximal inequality and a Cauchy-tail argument.