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Concentration Inequalities for Sums and Martingales

Bernard Bercu - Personal Name; Bernard Delyon - Personal Name; Emmanuel Rio - Personal Name;

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


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Detail Information
Series Title
SpringerBriefs in Mathematics
Call Number
510
Publisher
Cham : Springer., 2015
Collation
x, 120 pages
Language
English
ISBN/ISSN
9783319220994
Classification
510
Content Type
-
Media Type
-
Carrier Type
online resource
Edition
1
Subject(s)
MATHEMATICS Applied
Specific Detail Info
-
Statement of Responsibility
-
Other Information
Cataloger
Kurnadi
Source
-
Validator
-
Digital Object Identifier (DOI)
-
Journal Volume
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Journal Issue
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Subtitle
-
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