From Monte Carlo to Las Vegas: Improving Restricted Boltzmann Machine Training Through Stopping Sets

Pedro H. P. Savarese, Mayank Kakodkar, Bruno Ribeiro

We propose a Las Vegas transformation of Markov Chain Monte Carlo (MCMC) estimators of Restricted Boltzmann Machines (RBMs). We denote our approach Markov Chain Las Vegas (MCLV). M…