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

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發表於2024-12-23

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

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

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

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Concentration Inequalities and Model Selection pdf epub mobi 讀後感

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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