Large pseudocounts and L[subscript 2]-norm penalties are necessary for the mean-field inference of Ising and Potts models
The mean-field (MF) approximation offers a simple, fast way to infer direct interactions between elements in a network of correlated variables, a common, computationally challenging problem with practical applications in fields ranging from physics and biology to the social sciences. However, MF met...
Main Authors: | Cocco, S. (Author), De Leonardis, E. (Author), Monasson, R. (Author), Barton, John P. (Contributor) |
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Other Authors: | Massachusetts Institute of Technology. Department of Chemical Engineering (Contributor), Ragon Institute of MGH, MIT and Harvard (Contributor) |
Format: | Article |
Language: | English |
Published: |
American Physical Society,
2015-06-17T14:53:26Z.
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Subjects: | |
Online Access: | Get fulltext |
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