A Friendly Tutorial on Mean-Field Spin Glass Techniques for Non-Physicists
Statistics Theory
2024-01-29 v2 Disordered Systems and Neural Networks
Probability
Statistics Theory
Abstract
This tutorial is based on lecture notes written for a class taught in the Statistics Department at Stanford in the Winter Quarter of 2017. The objective was to provide a working knowledge of some of the techniques developed over the last 40 years by theoretical physicists and mathematicians to study mean field spin glasses and their applications to high-dimenensional statistics and statistical learning.
Keywords
Cite
@article{arxiv.2204.02909,
title = {A Friendly Tutorial on Mean-Field Spin Glass Techniques for Non-Physicists},
author = {Andrea Montanari and Subhabrata Sen},
journal= {arXiv preprint arXiv:2204.02909},
year = {2024}
}
Comments
117 pages, 9 figures