A Friendly Tutorial on Mean-Field Spin Glass Techniques for Non-Physicists

Fuente: arXiv
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Autori principali: Montanari, Andrea, Sen, Subhabrata
Natura: Preprint
Pubblicazione: 2022
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author Montanari, Andrea
Sen, Subhabrata
author_facet Montanari, Andrea
Sen, Subhabrata
contents 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.
format Preprint
id arxiv_https___arxiv_org_abs_2204_02909
institution arXiv
publishDate 2022
record_format arxiv
spellingShingle A Friendly Tutorial on Mean-Field Spin Glass Techniques for Non-Physicists
Montanari, Andrea
Sen, Subhabrata
Statistics Theory
Disordered Systems and Neural Networks
Probability
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.
title A Friendly Tutorial on Mean-Field Spin Glass Techniques for Non-Physicists
topic Statistics Theory
Disordered Systems and Neural Networks
Probability
url https://arxiv.org/abs/2204.02909