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Concentration Inequalities for Sums and Martingales

Concentration Inequalities for Sums and Martingales
Catalogue Information
Field name Details
Dewey Class 519.2
Title Concentration Inequalities for Sums and Martingales ([EBook]) / by Bernard Bercu, Bernard Delyon, Emmanuel Rio.
Author Bercu, Bernard
Added Personal Name Delyon, Bernard author.
Rio, Emmanuel author.
Other name(s) SpringerLink (Online service)
Edition statement 1st ed. 2015.
Publication Cham : : Springer International Publishing : : Imprint: Springer, , 2015.
Physical Details X, 120 p. 9 illus. in color. : online resource.
Series SpringerBriefs in Mathematics 2191-8198
ISBN 9783319220994
Summary Note The purpose of this book is to provide an overview of historical and recent results on concentration inequalities for sums of independent random variables and for martingales. The first chapter is devoted to classical asymptotic results in probability such as the strong law of large numbers and the central limit theorem. Our goal is to show that it is really interesting to make use of concentration inequalities for sums and martingales. The second chapter deals with classical concentration inequalities for sums of independent random variables such as the famous Hoeffding, Bennett, Bernstein and Talagrand inequalities. Further results and improvements are also provided such as the missing factors in those inequalities. The third chapter concerns concentration inequalities for martingales such as Azuma-Hoeffding, Freedman and De la Pena inequalities. Several extensions are also provided. The fourth chapter is devoted to applications of concentration inequalities in probability and statistics.:
Contents note Classical Results -- Concentration Inequalities for Sums -- Concentration Inequalities for Martingales -- Applications in Probability and Statistics.
System details note Online access to this digital book is restricted to subscription institutions through IP address (only for SISSA internal users).
Internet Site http://dx.doi.org/10.1007/978-3-319-22099-4
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