圖書標籤: 機器學習 統計 Statistics 數學 統計學 high-dimension 統計理論 statistics
发表于2024-12-23
Statistics for High-Dimensional Data pdf epub mobi txt 電子書 下載 2024
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.
lasso講的很清楚
評分peter課講得很好,這學期跟著他把這本書過瞭一遍。而且peter說快齣第二版瞭,加瞭一章講de-biased lasso:https://stat.ethz.ch/~buhlmann/teaching/desparsifiedLasso.pdf(可能還會有其他新內容?)
評分peter課講得很好,這學期跟著他把這本書過瞭一遍。而且peter說快齣第二版瞭,加瞭一章講de-biased lasso:https://stat.ethz.ch/~buhlmann/teaching/desparsifiedLasso.pdf(可能還會有其他新內容?)
評分peter課講得很好,這學期跟著他把這本書過瞭一遍。而且peter說快齣第二版瞭,加瞭一章講de-biased lasso:https://stat.ethz.ch/~buhlmann/teaching/desparsifiedLasso.pdf(可能還會有其他新內容?)
評分peter課講得很好,這學期跟著他把這本書過瞭一遍。而且peter說快齣第二版瞭,加瞭一章講de-biased lasso:https://stat.ethz.ch/~buhlmann/teaching/desparsifiedLasso.pdf(可能還會有其他新內容?)
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Statistics for High-Dimensional Data pdf epub mobi txt 電子書 下載 2024