Statistics for High-Dimensional Data pdf epub mobi txt 电子书 下载 2025
- 机器学习
- 统计
- Statistics
- 数学
- 统计学
- high-dimension
- 统计理论
- statistics
Modern statistics deals with large and complex data sets, and consequently with models containing a large number of parameters. This book presents a detailed account of recently developed approaches, including the Lasso and versions of it for various models, boosting methods, undirected graphical modeling, and procedures controlling false positive selections. A special characteristic of the book is that it contains comprehensive mathematical theory on high-dimensional statistics combined with methodology, algorithms and illustrations with real data examples. This in-depth approach highlights the methods’ great potential and practical applicability in a variety of settings. As such, it is a valuable resource for researchers, graduate students and experts in statistics, applied mathematics and computer science.
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peter课讲得很好，这学期跟着他把这本书过了一遍。而且peter说快出第二版了，加了一章讲de-biased lasso：https://stat.ethz.ch/~buhlmann/teaching/desparsifiedLasso.pdf（可能还会有其他新内容？）
评分很奇怪这本书为什么叫high dimensional statistics，可能是我先入为主的读过Martin和Roman的HDS？后两本的广度远超这本。不过这本也是极好的，教会了我Lasso。
评分高维统计的入门书籍, 对高维的奠基性工作Lasso有比较详细的介绍。主要着重在linear model上，也有作者实用上特别是生物统计中的经验。不错的入门书籍
评分很奇怪这本书为什么叫high dimensional statistics，可能是我先入为主的读过Martin和Roman的HDS？后两本的广度远超这本。不过这本也是极好的，教会了我Lasso。
评分lasso讲的很清楚
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