Concentration Inequalities and Model Selection pdf epub mobi txt 电子书下载 2024

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Pascal Massart

Springer

2007-06-11

337

USD 65.00

Paperback

9783540484974

图书标签: 机器学习数学非参数统计统计学概率不等式 2017

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发表于2024-12-27

Concentration Inequalities and Model Selection epub 下载 mobi 下载 pdf 下载 txt 电子书下载 2024

Concentration Inequalities and Model Selection pdf epub mobi txt 电子书下载 2024

图书描述

Since the impressive works of Talagrand, concentration inequalities have been recognized as fundamental tools in several domains such as geometry of Banach spaces or random combinatorics. They also turn out to be essential tools to develop a non-asymptotic theory in statistics, exactly as the central limit theorem and large deviations are known to play a central part in the asymptotic theory. An overview of a non-asymptotic theory for model selection is given here and some selected applications to variable selection, change points detection and statistical learning are discussed. This volume reflects the content of the course given by P. Massart in St. Flour in 2003. It is mostly self-contained and accessible to graduate students.

Concentration Inequalities and Model Selection 下载 mobi epub pdf txt 电子书