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Topics in Statistical Learning Theory

Peter L. Bartlett, Sanjoy Dasgupta

Concentration inequalities. A nonasymptotic theory of independence. Corrected paperback edition.

Keywords: concentration inequalities, entropy method, concentration of measure, isoperimetric problems, empirical processes, transportation method, influences

Stéphane Boucheron, Gábor Lugosi, Pascal Massart

$Concentration inequalities. A nonasymptotic theory of independence. Corrected paperback edition.$

Concentration inequalities

This monograph presents a mathematical theory of concentration inequalities for functions of independent random variables. The basic phenomenon under investigation is that if a function of many independent random variables does not depend too much on any of them then it is concentrated around its expected value.

Stéphane Boucheron, Gábor Lugosi, Pascal Massart

Concentration inequalities

Problèmes d'informatique fondamentale. Voyages au pays de l'informatique fondamentale au gré de problm̀es de concours.

Eric Badouel, Stéphane Boucheron, Anne Dicky, Antoine Petit, Miklos Santha, Pascal Weil, Marc Zeitoun

Théorie de l'apprentissage, de l'approche formelle aux enjeux cognitifs

Stéphane Boucheron