Concentration Inequalities and Model Selection 2024 pdf epub mobi 电子书

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发表于2024-06-26

Concentration Inequalities and Model Selection 2024 pdf epub mobi 电子书

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出版者:Springer

作者:Pascal Massart

出品人:

页数:337

译者:

出版时间:2007-06-11

价格:USD 65.00

装帧:Paperback

isbn号码:9783540484974

丛书系列:

图书标签: 机器学习数学非参数统计统计学概率不等式 2017

Concentration Inequalities and Model Selection 2024 pdf epub mobi 电子书图书描述

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 2024 pdf epub mobi 电子书

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