[share_ebook] Statistics for High-Dimensional Data: Methods, Theory and Applications (Springer Series in Statistics)


Author: Peter Bühlmann, Sara van de Geer

Date: 2011-06-02

Pages: 573

Publisher: Springer

Category: Study


Posted on 2011-11-02, by sharebookfree.

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Statistics for High-Dimensional Data: Methods, Theory and Applications (Springer Series in Statistics)


Statistics for High-Dimensional Data: Methods, Theory and Applications (Springer Series in Statistics)
Peter Bühlmann, Sara van de Geer | Springer | 2011-06-02 | 573 pages | English | PDF

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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