Search Results for author: F. Mazzanti

Found 2 papers, 0 papers with code

Mean field initialization of the Annealed Importance Sampling algorithm for an efficient evaluation of the Partition Function of Restricted Boltzmann Machines

no code implementations17 Apr 2024 A. Prat Pou, E. Romero, J. Martí, F. Mazzanti

We perform a systematic analysis of AIS in both small- and large-sized problems, and compare the results to exact values in problems where these are known.

A Neighbourhood-Based Stopping Criterion for Contrastive Divergence Learning

no code implementations24 Jul 2015 E. Romero, F. Mazzanti, J. Delgado

A simple reconstruction error is often used as a stopping criterion for CD, although several authors \cite{schulz-et-al-Convergence-Contrastive-Divergence-2010-NIPSw, fischer-igel-Divergence-Contrastive-Divergence-2010-ICANN} have raised doubts concerning the feasibility of this procedure.

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