上一期传送门: High Dimensional Statistics学习笔记(五)上: Uniform laws of large numbers参考书:High-Dimensional Statistics A Non-Asymptotic Viewpoint(Martin J. Wainwright) Recall. Theorem 4.10 For …
参考书:High-Dimensional Statistics:A Non-Asymptotic Viewpoint(Martin J. Wainwright) 换本书继续学习High Dimensional Statistics,跟之前的Note就不作承上的介绍了,直接启下: 第四章学到的东西挺多,打算写个Note巩固一下,主要顺一下这一章的逻辑... 首先先解释一下什么是"Uniform", 是在什么"区域"内"Unifor...
High-Dimensional Statistics 作者:Martin J. Wainwright 出版社:Cambridge University Press 副标题:A Non-Asymptotic Viewpoint 出版年:2019-1-31 页数:640 定价:GBP 55.99 装帧:Hardcover 丛书:Cambridge Series in Statistical and Probabilistic Mathematics
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High-Dimensional Statistics:A Non-Asymptotic Viewpoint 高维统计:非渐近视角 作者:Martin J. Wainwright出版社:暂无出版社信息出版时间:2019年02月 手机专享价 ¥ 当当价 降价通知 ¥650.00 配送至 北京 至 北京市东城区 服务 由“中国进口图书旗舰店”发货,并提供售后服务。
Such massive data sets present a number of challenges to researchers in statistics and machine learning. This book provides a self-contained introduction to the area of high-dimensional statistics, aimed at the first-year graduate level. It includes chapters that are focused on core methodology and...
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Nonasymptotic Analysis of the Lawley–Hotelling Statistic for High-Dimensional DataMULTIVARIATE analysisSAMPLE size (Statistics)We consider the General Linear Model (GLM) which includes multivariate analysis of variance (MANOVA) and multiple linear regression as special cases. In practice, there are ...
StatisticsBioinformatics High-dimensional statistical learning and nonparametric modeling PRINCETON UNIVERSITY Jianqing Fan FengYangHigh-dimensional data analysis has become increasingly frequent and important in various fields of sciences, engineering, and humanities, ranging from computational biology and health ...
豆瓣: High-Dimensional Statistics 中文版: 高维统计学 目标人群: 追求优雅理论的机器学习相关从业者 推荐理由: 应该算是ML理论相关的类别,但跟PAC的那种不同,更偏实际一点。相对于其他ML理论的书来说,我更喜欢这本的讨论路线。 不含DL相关。 难度很高,但把能看懂的部分看完应该也很有收获。