On the convergence of moments in the almost sure central limit theorem for martingales with statistical applications

We establish new almost sure asymptotic properties for martingale transforms. It enables us to deduce the convergence of moments in the almost sure central limit theorem for martingales. Several statistical applications on the asymptotic behavior of stochastic regression models are also provided.