Titlebook: Statistical Mechanics of Neural Networks; Haiping Huang Book 2021 Higher Education Press 2021 Unsupervised Learning.Mean-field Theory.Cavi

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Nishimori Line,texts. This concept was first discovered in the traditional two-body interaction spin glass model [., .], which demonstrated that on a special temperature, the model energy of a complex glass model is analytic, and the replica symmetry breaking (RSB) phase (introduced in Chap. chap:rsb) is not domin

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Statistical Mechanics of Restricted Boltzmann Machine,istribution as the original one. In this chapter, two kinds of energy-based models are introduced—Boltzmann machine (BM) and restricted Boltzmann machine (RBM). The learning method of maximizing log-likelihoods is introduced and statistical mechanics analysis of restricted Boltzmann machines is perf

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