Nantilus
Statistical learning theory and stochastic optimization : Ecole d'été de probabilités de Saint-Flour XXXI-2001
La 4e de couverture indique : "Statistical learning theory is aimed at analyzing complex data with necessarily approximate models. This book is intended for an audience with a graduate background in probability theory and statistics. It will be useful to any reader wondering why it may be a goo...
Enregistré dans:
| Auteurs principaux : | , |
|---|---|
| Collectivité auteur : | |
| Autres auteurs : | |
| Format : | Livre |
| Langue : | anglais |
| Titre complet : | Statistical learning theory and stochastic optimization : Ecole d'été de probabilités de Saint-Flour XXXI-2001 / [course presented by] Olivier Catoni; Editor, Jean Picard |
| Publié : |
Berlin :
Springer
, copyright 2004 |
| Description matérielle : | 1 vol. (VIII-272 p.) |
| Collection : | Lecture notes in mathematics ; 1851 Ecole d'Eté de Probabilités de Saint-Flour ; 31 |
| Sujets : | |
| Documents associés : | Autre format:
Statistical Learning Theory and Stochastic Optimization |
| LEADER | 03846cam a2200613 4500 | ||
|---|---|---|---|
| 001 | PPN080293670 | ||
| 003 | http://www.sudoc.fr/080293670 | ||
| 005 | 20201130055300.0 | ||
| 010 | |a 3-540-22572-2 |b br. | ||
| 020 | |a US |b 2004109143 | ||
| 035 | |a (OCoLC)470452015 | ||
| 073 | 1 | |a 9783540225720 | |
| 100 | |a 20040916h20042004k y0frey0103 ba | ||
| 101 | 0 | |a eng | |
| 102 | |a DE |a US | ||
| 105 | |a a ||||101yy | ||
| 106 | |a r | ||
| 181 | |6 z01 |c txt |2 rdacontent | ||
| 181 | 1 | |6 z01 |a i# |b xxxe## | |
| 182 | |6 z01 |c n |2 rdamedia | ||
| 182 | 1 | |6 z01 |a n | |
| 183 | 1 | |6 z01 |a nga |2 rdacarrier | |
| 200 | 1 | |a Statistical learning theory and stochastic optimization |e Ecole d'été de probabilités de Saint-Flour XXXI-2001 |f [course presented by] Olivier Catoni |g Editor, Jean Picard | |
| 210 | |a Berlin |c Springer |d copyright 2004 | ||
| 215 | |a 1 vol. (VIII-272 p.) |c graph. |d 24 cm | ||
| 225 | 2 | |a Lecture notes in mathematics |x 0075-8434 |v 1851 | |
| 225 | 2 | |a Ecole d'été de probabilités de Saint-Flour |v 31 | |
| 314 | |a Conférences données par Olivier Catoni à l'Ecole d'été de théorie des probabilités de Saint-Flour, du 8 au 25 juillet 2001. Les conférences données à cette date par les professeurs Tavaré et Zeitouni sont parues dans le volume 1837 de "Lecture notes in mathematics" | ||
| 320 | |a Bibliogr. p. [261]-265. Index | ||
| 330 | |a La 4e de couverture indique : "Statistical learning theory is aimed at analyzing complex data with necessarily approximate models. This book is intended for an audience with a graduate background in probability theory and statistics. It will be useful to any reader wondering why it may be a good idea, to use as is often done in practice a notoriously "wrong'' (i.e. over-simplified) model to predict, estimate or classify. This point of view takes its roots in three fields: information theory, statistical mechanics, and PAC-Bayesian theorems. Results on the large deviations of trajectories of Markov chains with rare transitions are also included. They are meant to provide a better understanding of stochastic optimization algorithms of common use in computing estimators. The author focuses on non-asymptotic bounds of the statistical risk, allowing one to choose adaptively between rich and structured families of models and corresponding estimators. Two mathematical objects pervade the book: entropy and Gibbs measures. The goal is to show how to turn them into versatile and efficient technical tools, that will stimulate further studies and results." | ||
| 410 | | | |0 03292996X |t Lecture notes in mathematics |x 0075-8434 |v 1851 | |
| 410 | | | |0 060997362 |t Ecole d'Eté de Probabilités de Saint-Flour |x 0721-5363 |v 31 | |
| 452 | | | |0 155176072 |t Statistical Learning Theory and Stochastic Optimization |o Ecole d Eté de Probabilités de Saint-Flour XXXI - 2001 |f Olivier Catoni |c Berlin [etc.] |n Springer |d 201X |s Lecture Notes in Mathematics |y 978-3-540-44507-4 | |
| 606 | |3 PPN027241289 |a Probabilités |3 PPN02886431X |x Actes de congrès |2 rameau | ||
| 676 | |a 519.5 |v 21 | ||
| 686 | |a 62B10 |c 2000 |2 msc | ||
| 686 | |a 68T05 |c 2000 |2 msc | ||
| 686 | |a 62C05 |c 2000 |2 msc | ||
| 686 | |a 62E17 |c 2000 |2 msc | ||
| 686 | |a 62Gxx |c 2000 |2 msc | ||
| 686 | |a 94Axx |c 2000 |2 msc | ||
| 686 | |a 68Q32 |c 2000 |2 msc | ||
| 686 | |a 60F10 |c 2000 |2 msc | ||
| 701 | 1 | |3 PPN084114223 |a Catoni |b Olivier |f 1965-.... |4 070 | |
| 702 | 1 | |3 PPN028934989 |a Picard |b Jean |f 1959-.... |4 340 | |
| 710 | 1 | 2 | |3 PPN081126204 |a Ecole d'été de probabilités de Saint-Flour |d 31 |f 2001 |e Saint-Flour, Cantal |4 070 |
| 801 | 3 | |a FR |b Abes |c 20190315 |g AFNOR | |
| 801 | 0 | |b DLC |g AACR2 | |
| 915 | |5 441092208:639637787 |b 15716 | ||
| 930 | |5 441092208:639637787 |b 441092208 |a LNM/1851 |j u | ||
| 979 | |a CCFA | ||
| 991 | |5 441092208:639637787 |a exemplaire créé automatiquement par l'ABES | ||
| 997 | |a CCFA |b 15716 |d CMB |e BAP |s d |c LNM/1851 | ||
| 998 | |a 847445 | ||