EXPONENTIAL INEQUALITIES FOR SELF-NORMALIZED MARTINGALES WITH APPLICATIONS

We propose several exponential inequalities for self-normalized martingales similar to those established by De la Pena. The keystone is the introduction of a new notion of random variable heavy on left or right. Applications associated with linear regressions, autoregressive and branching processes are also provided.