Concentration Inequalities and Model Selection : Ecole d'Eté de Probabilités de Saint-Flour XXXIII - 2003
Since the impressive works of Talagrand, concentration inequalities have been recognized as fundamental tools in several domains such as geometry of Banach spaces or random combinatorics. They also turn out to be essential tools to develop a non-asymptotic theory in statistics, exactly as the centra...
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| Định dạng: | Livre numérique |
| Ngôn ngữ: | Anglais |
| Được phát hành: |
Berlin, Heidelberg :
Springer Berlin Heidelberg
[20..].
Cham : Springer Nature |
| Phiên bản: | 1st ed. 2007. |
| Loạt: | Ecole d'Eté de Probabilités de Saint-Flour
33 |
| Những chủ đề: | |
| Truy cập trực tuyến: | Accès sur la plateforme de l'éditeur Accès sur la plateforme Istex Accès Université d'Orléans Accès INSA CVL |
| Chú thích: |
L'impression du document génère 355 p. Archives Springer e-books (Licence nationale) Archives Springer e-books (Licence nationale) |
| Autres localisations: | Voir dans le Sudoc |
| Edition sous un autre format: | • Concentration inequalities and model selection, Ecole d'été de probabilités de Saint-Flour XXXIII, 2003, [course presented by] Pascal Massart, Berlin, Springer, 2007, 1 vol. (XIV-337 p.), Lecture notes in mathematics, 978-3-540-48497-4 • Concentration Inequalities and Model Selection, Texte imprimé, 9783540832379 • Concentration inequalities and model selection, Ecole d'été de probabilités de Saint-Flour XXXIII, 2003, [course presented by] Pascal Massart, Berlin, Springer, 2007, 1 vol. (XIV-337 p.), Lecture notes in mathematics, 978-3-540-48497-4 |
Mục lục:
- Exponential and Information Inequalities Gaussian Processes Gaussian Model Selection Concentration Inequalities Maximal Inequalities Density Estimation via Model Selection Statistical Learning