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高维统计

High-Dimensional Statistics
课程网址: https://ocw.mit.edu/courses/18-s997-high-dimensional-statistics-s...  
主讲教师: Prof. Philippe Rigollet
开课单位: 麻省理工学院
开课时间: 2015-01-01
课程语种: 英语
中文简介:
本课程介绍高维统计方法的有限样本分析。目标是为回归、矩阵估计和主成分分析(PCA)以及最优性保证提供最先进的方法的各种证明技术。该课程以当前未解决的研究问题结束。
课程简介: This course offers an introduction to the finite sample analysis of high- dimensional statistical methods. The goal is to present various proof techniques for state-of-the-art methods in regression, matrix estimation and principal component analysis (PCA) as well as optimality guarantees. The course ends with research questions that are currently open.  
关 键 词: 高维统计; 有限样本分析; 矩阵估计
课程来源: 麻省理工学院公开课
数据采集: 2024-02-07:chenjy
最后编审: 2024-02-07:chenjy
阅读次数: 5