A convergence analysis of Volterra adaptive filters

Volterra adaptive filters are known as nonlinear adaptive filters of parameter-linear, so that their global convergence is guaranteed. However, explicit and rigor analysis for these kind of adaptive filters is still not observed. In this paper, we present a rigor analysis on mean convergence of quadratic Volterra adaptive filters for Gaussian input signal.