22 citations · 148 across the 31 of their papers we have counts for
3 papers · 1 filter
Mean-Field Inference in Gaussian Restricted Boltzmann Machine
Chako Takahashi, Muneki Yasuda
A Gaussian restricted Boltzmann machine (GRBM) is a Boltzmann machine defined on a bipartite graph and is an extension of usual restricted Boltzmann machines. A GRBM consists of tw…
Statistical Analysis of Loopy Belief Propagation in Random Fields
Muneki Yasuda, Shun Kataoka, Kazuyuki Tanaka
Loopy belief propagation (LBP), which is equivalent to the Bethe approximation in statistical mechanics, is a message-passing-type inference method that is widely used to analyze s…
Inverse Renormalization Group Transformation in Bayesian Image Segmentations
Kazuyuki Tanaka, Shun Kataoka, Muneki Yasuda +1
A new Bayesian image segmentation algorithm is proposed by combining a loopy belief propagation with an inverse real space renormalization group transformation to reduce the comput…