2 papers
cond-mat.stat-mech2020
A Density Consistency approach to the inverse Ising problem
Alfredo Braunstein, Giovanni Catania, Luca Dall'Asta +1
We propose a novel approach to the inverse Ising problem which employs the recently introduced Density Consistency approximation (DC) to determine the model parameters (couplings a…
cond-mat.stat-mech2018
Loop corrections in spin models through density consistency
Alfredo Braunstein, Giovanni Catania, Luca Dall'Asta
Computing marginal distributions of discrete or semidiscrete Markov random fields (MRFs) is a fundamental, generally intractable problem with a vast number of applications in virtu…