On exact performances of adaptive Volterra filters: the finite alphabet case

This paper deals with the analysis of adaptive Volterra filters in the finite alphabet inputs case. A tailored approach for this context is presented. Complete and rigorous mean square analysis are provided without any constraining independence assumption. An exact transient and steady state performances such as critical step size, rate of transient decrease, optimal step size and excess mean square error, are deduced.