Deviation probability bounds for fractional martingales and related remarks

In this paper we prove exponential inequalities (also called Bernstein's inequality) for fractional martingales. As an immediate corollary, we will discuss a weak law of large numbers for fractional martingales under a divergence assumption on the β-variation of the fractional martingale. A non trivial example of the application of this convergence result is proposed.