Uniform-in-time convergence bounds for Persistent Contrastive Divergence algorithms

Paul Felix Valsecchi Oliva, O. Deniz Akyildiz, Andrew Duncan

We propose a continuous-time formulation of a noisy persistent contrastive divergence (PCD)-like method for maximum likelihood estimation (MLE) of unnormalised densities. Our appro…