We propose a new propagation algorithm for the minimization of the Bethe free energy for a generic lattice model with pair interactions. The algorithm turns out to be more stable than belief propagation, as it reaches a fixed point also for highly frustrated systems such as spin glasses, and faster than the provably convergent double loop algorithms.

Stable propagation algorithm for the minimization of the Bethe free energy

Pretti, M;
2003

Abstract

We propose a new propagation algorithm for the minimization of the Bethe free energy for a generic lattice model with pair interactions. The algorithm turns out to be more stable than belief propagation, as it reaches a fixed point also for highly frustrated systems such as spin glasses, and faster than the provably convergent double loop algorithms.
2003
INFM (attivo dal 18/11/1923 al 31/12/2021)
MEAN-FIELD THEORY
CLUSTER-VARIATION METHOD
BELIEF PROPAGATION
APPROXIMATIONS
LATTICE
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/20.500.14243/207699
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