A density consistency approach to the inverse Ising problem

DOI10.1088/1742-5468/abed43zbMath1504.82007arXiv2010.13746OpenAlexW3093810246MaRDI QIDQ4992325

Alfredo Braunstein, Giovanni Catania, Luca Dall'Asta, Anna Paola Muntoni

Publication date: 8 June 2021

Published in: Journal of Statistical Mechanics: Theory and Experiment (Search for Journal in Brave)

Full work available at URL: https://arxiv.org/abs/2010.13746

zbMATH Keywords

statistical inferencecavity and replica methodinference of graphical models

Mathematics Subject Classification ID

Nonparametric estimation (62G05) Lattice systems (Ising, dimer, Potts, etc.) and systems on graphs arising in equilibrium statistical mechanics (82B20)

Related Items (1)

A noniterative solution to the inverse Ising problem using a convex upper bound on the partition function

Uses Software

• GitHub

Cites Work

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• Adaptive cluster expansion for the inverse Ising problem: convergence, algorithm and tests
• Approximate inference in Boltzmann machines
• Emergence of Scaling in Random Networks
• The effect of nonstationarity on models inferred from neural data
• Small-correlation expansions for the inverse Ising problem
• Information, Physics, and Computation
• Stochastic Relaxation, Gibbs Distributions, and the Bayesian Restoration of Images

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