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.
翻译:本教程基于2017年冬季斯坦福大学统计系课程讲义编写而成。目标是为读者提供过去40年间理论物理学家和数学家开发的若干技术的工作知识,这些技术用于研究平均场自旋玻璃及其在高维统计学与统计学习中的应用。