Concentration Inequalities and Model Selection pdf epub mobi txt 電子書下載 2024

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Pascal Massart

Springer

2007-06-11

337

USD 65.00

Paperback

9783540484974

圖書標籤: 機器學習數學非參數統計統計學概率不等式 2017

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发表于2024-06-18

Concentration Inequalities and Model Selection epub 下載 mobi 下載 pdf 下載 txt 電子書下載 2024

Concentration Inequalities and Model Selection pdf epub mobi txt 電子書下載 2024

圖書描述

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 下載 mobi epub pdf txt 電子書