Optimal structure and parameter learning of Ising models

Optimal structure and parameter learning of Ising models

15 December 2016

Michael Chertkov

Papers citing "Optimal structure and parameter learning of Ising models"

13 / 13 papers shown

Title
Discrete distributions are learnable from metastable samples Abhijith Jayakumar A. Lokhov Sidhant Misra Marc Vuffray 42 1 0 17 Oct 2024
Network reconstruction via the minimum description length principle Tiago P. Peixoto 18 5 0 02 May 2024
Interaction Screening and Pseudolikelihood Approaches for Tensor Learning in Ising Models Tianyu Liu Somabha Mukherjee 19 0 0 20 Oct 2023
Limit Theorems and Phase Transitions in the Tensor Curie-Weiss Potts Model Sanchayan Bhowal Somabha Mukherjee 23 2 0 03 Jul 2023
Learning Energy-Based Representations of Quantum Many-Body States Abhijith Jayakumar Marc Vuffray A. Lokhov AI4CE 22 3 0 08 Apr 2023
Biases in Inverse Ising Estimates of Near-Critical Behaviour M. B. Kloucek Thomas Machon S. Kajimura C. Royall N. Masuda F. Turci 13 4 0 13 Jan 2023
Statistical Efficiency of Score Matching: The View from Isoperimetry Frederic Koehler Alexander Heckett Andrej Risteski DiffM 97 50 0 03 Oct 2022
Structure learning in polynomial time: Greedy algorithms, Bregman information, and exponential families Goutham Rajendran Bohdan Kivva Ming Gao Bryon Aragam 27 17 0 10 Oct 2021
$Ising Model Selection Using $\ell_{1}$-Regularized Linear Regression: A Statistical Mechanics Analysis$ Ising Model Selection Using $\ell_{1}$ -Regularized Linear Regression: A Statistical Mechanics Analysis Xiangming Meng T. Obuchi Y. Kabashima 24 4 0 08 Feb 2021
High-Temperature Structure Detection in Ferromagnets Yuan Cao Matey Neykov Han Liu 14 10 0 21 Sep 2018
Evaluating Ising Processing Units with Integer Programming Carleton Coffrin Harsha Nagarajan R. Bent 19 20 0 02 Jul 2017
Information Theoretic Optimal Learning of Gaussian Graphical Models Sidhant Misra Marc Vuffray A. Lokhov 16 5 0 15 Mar 2017
Learning Planar Ising Models Jason K. Johnson Diane Oyen Michael Chertkov Praneeth Netrapalli 30 12 0 03 Feb 2015