- Access by Xinjiang University
Mean-field method with correlations determined by linear response
Phys. Rev. E 87, 052111 – Published 9 May, 2013
DOI: https://doi.org/10.1103/PhysRevE.87.052111
Abstract
We introduce a mean-field approximation based on the reconciliation of maximum entropy and linear response for correlations in the cluster variation method. Within a general formalism that includes previous mean-field methods, we derive formulas improving on, e.g., the Bethe approximation and the Sessak-Monasson result at high temperature. Applying the method to direct and inverse Ising problems, we find improvements over standard implementations.
Article Text
References (27)
- G. An, J. Stat. Phys. 52, 727 (1988).
- A. Pelizzola, J. Phys. A 38, R309 (2005).
- M. Wainwright and M. Jordan, Found. Trends Mach. Learn. 1, 1 (2007).
- A. L. Yuille, Neural Comput. 14, 2002 (1691).
- H.-J. Zhou and C. Wang, J. Stat. Phys. 148, 513 (2012).
- M. Chertkov and V. Y. Chernyak, Phys. Rev. E 73, 065102 (2006).
- J. Yedidia, W. Freeman, and Y. Weiss, Inf. Theory: IEEE Trans. 51, 2282 (2005).
- Y. Weiss, C. Yanover, and T. Meltzer, Technical Report, Hebrew University (2006).
- M. Welling and Y. Teh, Neural Comput. 16, 197 (2004).
- H. Kappen and F. Rodriguez, Neural Comput. 20, 1137 (1998).
- M. Opper and O. Winther, Phys. Rev. Lett. 86, 3695 (2001).
- M. Opper and O. Winther, Phys. Rev. E 64, 056131 (2001).
- A. Montanari and T. Rizzo, J. Stat. Mech. (2005) P10011.
- F. Morcosa, A. Pagnani, B. Lunta, A. Bertolinoc, D. Marks, C. Sander, R. Zecchina, J. Onuchica, T. Hwaa, and M. Weigt, Proc. Natl. Acad. Sci. USA 108, E1293 (2011).
- S. Cocco, S. Leibler, and R. Monasson, Proc. Natl. Acad. Sci. USA 106, 14058 (2009).
- V. Sessak and R. Monasson, J. Phys. A 42, 055001 (2009).
- G. Parisi, Statistical Field Theory (Addison-Wesley, Boston, MA, 1987).
- F. Ricci-Tersenghi, J. Stat. Mech. (2012) P08015.
- J. Raymond and F. Ricci-Tersenghi, in IEEE ICC’13—Workshop on Networking across Disciplines: Communication Networks, Complex Systems and Statistical Physics (NETSTAT) (IEEE, Budapest, Hungary, 2013).
- R. Baxter, Exactly Solved Models in Statistical Mechanics (Academic Press, New York, 1982).
- G. H. Wannier, Phys. Rev. 79, 357 (1950).
- J. Stephenson, J. Math. Phys. 11, 413 (1970).
- E. Aurell and M. Ekeberg, Phys. Rev. Lett. 108, 090201 (2012).
- S. Edwards and P. Anderson, J. Phys. F 5, 965 (1975).
- H.-J. Zhou, personal communication (2012).
- M. Yasuda and K. Tanaka, Phys. Rev. E 87, 012134 (2013).
- H. Haiping and Y. Kabashima, arXiv:1303.2810.