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AC
2003
Springer

Concentration Inequalities

14 years 4 months ago
Concentration Inequalities
Concentration inequalities deal with deviations of functions of independent random variables from their expectation. In the last decade new tools have been introduced making it possible to establish simple and powerful inequalities. These inequalities are at the heart of the mathematical analysis of various problems in machine learning and made it possible to derive new efficient algorithms. This text attempts to summarize some of the basic tools.
Stéphane Boucheron, Gábor Lugosi, Ol
Added 06 Jul 2010
Updated 06 Jul 2010
Type Conference
Year 2003
Where AC
Authors Stéphane Boucheron, Gábor Lugosi, Olivier Bousquet
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