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How to compute loop corrections to the Bethe approximation

Andrea Montanari and Tommaso Rizzo

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We introduce a method for computing corrections to the Bethe approximation for spin models on arbitrary lattices. Unlike cluster variational methods, the new approach takes into account fluctuations on all length scales.

The derivation of the leading correction is explained and applied to two simple examples: the ferromagnetic Ising model on d-dimensional lattices, and the spin glass on random graphs (both in their high-temperature phases). In the first case we rederive the well known Ginzburg criterion and the upper critical dimension. In the second, we compute finite-size corrections to the free energy.


Keywords

series expansions

random graphs, networks

cavity and replica method

 

E-print Number: cond-mat/0506769

Cited: by |

Refers: to

PACS

05.50.+q Lattice theory and statistics (Ising, Potts, etc.)

75.10.Hk Classical spin models

05.70.Ce Thermodynamic functions and equations of state

75.10.Nr Spin-glass and other random models

MSC

82B30 Statistical thermodynamics (See also 80-XX)

82B23 Exactly solvable models; Bethe ansatz

05C80 Random graphs

82B20 Lattice systems (Ising, dimer, Potts, etc.) and systems on graphs

Subjects

Condensed matter: electrical, magnetic and optical

Statistical physics and nonlinear systems

Dates

Issue 10 (October 2005)

Received 29 June 2005, accepted for publication 19 September 2005

Published 21 October 2005



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