Concentration inequalities: a nonasymptotic theory of independence
Auteur :
Boucheron, Stéphane / Lugosi, Gábor / Massart, Pascal
Éditeur :
Oxford University Press
ISBN :
9780199535255
Date de publication :
7 févr. 2013
Dimensions :
23,6 x 16,2 x 3,3 cm
Poids :
870 g
Langue :
Anglais
Pays d'origine :
Grande Bretagne
An accessible account of the rich theory surrounding concentration inequalities in probability theory, with applications from machine learning and statistics to high-dimensional geometry. This book introduces key ideas and presents a detailed summary of the state-of-the-art in the area, making it ideal for independent learning and as a reference.