Mean-field approximation minimizes relative entropy

作者: Griff L. Bilbro , Wesley E. Snyder , Reinhold C. Mann

DOI: 10.1364/JOSAA.8.000290

关键词:

摘要: We derive the mean-field approximation from information-theoretic principle of minimum relative entropy instead by minimizing Peierls’s inequality for Weiss free energy statistical physics theory. show that information theory leads to our mechanics procedure. As an example, we consider a problem in binary image restoration. find annealing compares favorably with stochastic approach.

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