Introduction to Random Matrices: Theory and Practice

简介:
随机矩阵理论的现代发展以及该学科标准核心的教学方法很难以组织良好,可读和用户友好的方式找到。这本苗条而敏捷的书,以教学和动手的风格写成,没有牺牲正式的严谨性填补了这一空白。通过随机矩阵的标准工具和结果,着眼于介绍性文本中通常不涉及的最新发展。重点研究具有实谱的随机矩阵。这是一本绝对初学者的书。整本书的主要指导思想是高斯合奏。特别地,多次推导维格纳半圆定律以说明几种技术 (例如,库仑气体方法,复制理论)。大多数章节都附有Matlab代码 (存储在在线存储库中),以指导读者通过大多数分析结果的数字检查。
英文简介:
Modern developments of Random Matrix theory as well as pedagogical approaches to the standard core of the discipline are surprisingly hard to find in a well-organized, readable and user-friendly fashion.
This slim and agile book, written in a pedagogical and hands-on style, without sacrificing formal rigor fills this gap. Through the standard tools and results on random matrices, with an eye on most recent developments that are not usually covered in introductory texts. The focus is mainly on random matrices with real spectrum.
This is a book for absolute beginners. The main guiding threads throughout the book are the Gaussian Ensembles. In particular, Wigner’s semicircle law is derived multiple times to illustrate several techniques (e.g., Coulomb gas approach, replica theory).
Most chapters are accompanied by Matlab codes (stored in an online repository) to guide readers through the numerical check of most analytical results.
- 书名
- Introduction to Random Matrices: Theory and Practice
- 译名
- 随机矩阵简介:理论与实践
- 语言
- 英语
- 年份
- 2018
- 页数
- 196页
- 大小
- 1.77 MB
- 下载
Introduction to Random Matrices: Theory and Practice.pdf
- 密码
- 65536
最后更新:2025-04-12 23:54:39