论文标题
针对非物理学家的平均型号自旋玻璃技术的友好教程
A Friendly Tutorial on Mean-Field Spin Glass Techniques for Non-Physicists
论文作者
论文摘要
本教程基于2017年冬季在斯坦福大学统计部门在统计局教授的课堂上编写的讲义。目的是提供有关在过去40年中由理论物理学家和数学家在过去40年中开发的一些技术的工作知识,以研究平均现场旋转眼镜及其对高分辨率统计学和统计学习的应用。
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.