 Bernstein inequalities (probability theory)

For independent centered variables $X_i\le b$ and $v={\sum }_i\mathbb{E}{X}_i^2$,

In probability theory, Bernstein inequalities are a set of concentration inequalities that provide bounds on the probability that the sum of independent random variables deviates from its expected value. They are particularly useful in the context of random variables that exhibit bounded variance.