On concentration of self-bounding functions
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1. | Title | Title of document | On concentration of self-bounding functions |
2. | Creator | Author's name, affiliation, country | Stephane Boucheron; Université Paris-Diderot |
2. | Creator | Author's name, affiliation, country | Gabor Lugosi; Pompeu Fabra University |
2. | Creator | Author's name, affiliation, country | Pascal Massart; Université Paris-Sud |
3. | Subject | Discipline(s) | |
3. | Subject | Keyword(s) | concentration inequality, convex distance, self-bounding function |
3. | Subject | Subject classification | Primary 60E15, 60C05, 28A35; secondary 05C80. |
4. | Description | Abstract | We prove some new concentration inequalities for self-bounding functions using the entropy method. As an application, we recover Talagrand's convex distance inequality. The new Bernstein-like inequalities for self-bounding functions are derived thanks to a careful analysis of the so-called Herbst argument. The latter involves comparison results between solutions of differential inequalities that may be interesting in their own right. |
5. | Publisher | Organizing agency, location | |
6. | Contributor | Sponsor(s) | Supported by ANR grant TAMIS, Spanish Ministry of Science and Technology grant MTM2006-05650. and by the PASCAL Network of Excellence under EC grant no. 506778 |
7. | Date | (YYYY-MM-DD) | 2009-09-09 |
8. | Type | Status & genre | Peer-reviewed Article |
8. | Type | Type | |
9. | Format | File format | |
10. | Identifier | Uniform Resource Identifier | http://ejp.ejpecp.org/article/view/690 |
10. | Identifier | Digital Object Identifier | 10.1214/EJP.v14-690 |
11. | Source | Journal/conference title; vol., no. (year) | Electronic Journal of Probability; Vol 14 |
12. | Language | English=en | |
14. | Coverage | Geo-spatial location, chronological period, research sample (gender, age, etc.) | |
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