Large pseudocounts and L[subscript 2]-norm penalties are necessary for the mean-field inference of Ising and Potts models

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...

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Bibliographic Details
Main Authors: Cocco, S., De Leonardis, E., Monasson, R., Barton, John P.
Other Authors: Massachusetts Institute of Technology. Department of Chemical Engineering
Format: Article
Language:en_US
Published: American Physical Society 2015
Online Access:http://hdl.handle.net/1721.1/97450
https://orcid.org/0000-0003-1467-421X

Internet

http://hdl.handle.net/1721.1/97450
https://orcid.org/0000-0003-1467-421X

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