Bernstein-Type Bounds for Beta Distribution

This work offers precise closed-form exponential concentration inequalities for the ubiquitous beta distribution. The central result is a Bernstein-type approximation with the best possible variance proxy. The proof leverages the novel and handy recursion formula for central moments, obtained from their hyper-geometric representation. The improvement over sub-gaussian and sub-gamma inequalities from prior works is further demonstrated in numerical experiments.