Decreasing the size of the Restricted Boltzmann machine

07/09/2018

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by   Yohei Saito, et al.

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We propose a method to decrease the number of hidden units of the restricted Boltzmann machine while avoiding decrease of the performance measured by the Kullback-Leibler divergence. Then, we demonstrate our algorithm by using numerical simulations.