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  Concentration Inequalities for Sub-Additive Functions Using the Entropy Method

Bousquet, O. (2003). Concentration Inequalities for Sub-Additive Functions Using the Entropy Method. In E. Giné, C. Houdré, & D. Nualart (Eds.), Stochastic Inequalities and Applications (pp. 213-247). Basel, Switzerland: Birkhäuser.

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Item Permalink: https://hdl.handle.net/11858/00-001M-0000-0013-DABF-8 Version Permalink: https://hdl.handle.net/21.11116/0000-0005-7449-7
Genre: Book Chapter

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https://link.springer.com/content/pdf/10.1007%2F978-3-0348-8069-5_14.pdf (Publisher version)
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 Creators:
Bousquet, O1, 2, Author           
Affiliations:
1Department Empirical Inference, Max Planck Institute for Biological Cybernetics, Max Planck Society, ou_1497795              
2Max Planck Institute for Biological Cybernetics, Max Planck Society, Spemannstrasse 38, 72076 Tübingen, DE, ou_1497794              

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 Abstract: We obtain exponential concentration inequalities for sub-additive
functions of independent random variables under weak conditions on the
increments of those functions, like
the existence of exponential moments for these increments.
As a consequence of these general inequalities, we obtain refinements
of Talagrand's inequality for empirical processes and new
bounds for randomized empirical processes.
These results are obtained by further developing the entropy method
introduced by Ledoux.

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 Dates: 2003-11
 Publication Status: Issued
 Pages: -
 Publishing info: -
 Table of Contents: -
 Rev. Type: -
 Identifiers: BibTex Citekey: 2079
DOI: 10.1007/978-3-0348-8069-5_14
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Title: Stochastic Inequalities and Applications
Source Genre: Book
 Creator(s):
Giné, E, Editor
Houdré, C, Editor
Nualart, D, Editor
Affiliations:
-
Publ. Info: Basel, Switzerland : Birkhäuser
Pages: - Volume / Issue: 56 Sequence Number: - Start / End Page: 213 - 247 Identifier: ISBN: 978-3-0348-9428-9

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Title: Progress in Probability
Source Genre: Series
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Publ. Info: -
Pages: - Volume / Issue: 56 Sequence Number: - Start / End Page: - Identifier: -