Ecole D Ete De Probabilites De Saint Flour Xxviii 1998
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Lectures on Probability Theory and Statistics
Author | : M. Emery,A. Nemirovski,D. Voiculescu |
Publsiher | : Springer |
Total Pages | : 359 |
Release | : 2007-05-06 |
Genre | : Mathematics |
ISBN | : 9783540450290 |
Download Lectures on Probability Theory and Statistics Book in PDF, Epub and Kindle
This volume contains lectures given at the Saint-Flour Summer School of Probability Theory during 17th Aug. - 3rd Sept. 1998. The contents of the three courses are the following: - Continuous martingales on differential manifolds. - Topics in non-parametric statistics. - Free probability theory. The reader is expected to have a graduate level in probability theory and statistics. This book is of interest to PhD students in probability and statistics or operators theory as well as for researchers in all these fields. The series of lecture notes from the Saint-Flour Probability Summer School can be considered as an encyclopedia of probability theory and related fields.
Ecole d Ete de Probabilites de Saint Flour XXVIII 1998
Author | : M. Emery,Arkadiĭ Semenovich Nemirovskiĭ,Dan V. Voiculescu,D. Voiculescu |
Publsiher | : Springer Science & Business Media |
Total Pages | : 376 |
Release | : 2000-06-26 |
Genre | : Mathematics |
ISBN | : 3540677364 |
Download Ecole d Ete de Probabilites de Saint Flour XXVIII 1998 Book in PDF, Epub and Kindle
MSC 2000: 46L10, 46L53
Lectures on Probability Theory and Statistics
Author | : M. Emery,A. Nemirovski,D. Voiculescu |
Publsiher | : Springer |
Total Pages | : 349 |
Release | : 2000-06-26 |
Genre | : Mathematics |
ISBN | : 3540677364 |
Download Lectures on Probability Theory and Statistics Book in PDF, Epub and Kindle
This volume contains lectures given at the Saint-Flour Summer School of Probability Theory during 17th Aug. - 3rd Sept. 1998. The contents of the three courses are the following: - Continuous martingales on differential manifolds. - Topics in non-parametric statistics. - Free probability theory. The reader is expected to have a graduate level in probability theory and statistics. This book is of interest to PhD students in probability and statistics or operators theory as well as for researchers in all these fields. The series of lecture notes from the Saint-Flour Probability Summer School can be considered as an encyclopedia of probability theory and related fields.
Introduction to Nonparametric Estimation
Author | : Alexandre B. Tsybakov |
Publsiher | : Springer Science & Business Media |
Total Pages | : 222 |
Release | : 2008-10-22 |
Genre | : Mathematics |
ISBN | : 9780387790527 |
Download Introduction to Nonparametric Estimation Book in PDF, Epub and Kindle
Developed from lecture notes and ready to be used for a course on the graduate level, this concise text aims to introduce the fundamental concepts of nonparametric estimation theory while maintaining the exposition suitable for a first approach in the field.
Ecole d Ete de Probabilites de Saint Flour XV XVII 1985 87
Author | : Persi Diaconis,David Elworthy,Hans Föllmer,Edward Nelson,George Papanicolaou,Srinivasa R.S. Varadhan |
Publsiher | : Springer |
Total Pages | : 460 |
Release | : 2006-11-14 |
Genre | : Mathematics |
ISBN | : 9783540460428 |
Download Ecole d Ete de Probabilites de Saint Flour XV XVII 1985 87 Book in PDF, Epub and Kindle
This volume contains detailed, worked-out notes of six main courses given at the Saint-Flour Summer Schools from 1985 to 1987.
Learning Theory
Author | : Hans Ulrich Simon,Gábor Lugosi |
Publsiher | : Springer |
Total Pages | : 667 |
Release | : 2006-09-29 |
Genre | : Computers |
ISBN | : 9783540352969 |
Download Learning Theory Book in PDF, Epub and Kindle
This book constitutes the refereed proceedings of the 19th Annual Conference on Learning Theory, COLT 2006, held in Pittsburgh, Pennsylvania, USA, June 2006. The book presents 43 revised full papers together with 2 articles on open problems and 3 invited lectures. The papers cover a wide range of topics including clustering, un- and semi-supervised learning, statistical learning theory, regularized learning and kernel methods, query learning and teaching, inductive inference, and more.
Oracle Inequalities in Empirical Risk Minimization and Sparse Recovery Problems
Author | : Vladimir Koltchinskii |
Publsiher | : Springer Science & Business Media |
Total Pages | : 259 |
Release | : 2011-07-29 |
Genre | : Computers |
ISBN | : 9783642221460 |
Download Oracle Inequalities in Empirical Risk Minimization and Sparse Recovery Problems Book in PDF, Epub and Kindle
The purpose of these lecture notes is to provide an introduction to the general theory of empirical risk minimization with an emphasis on excess risk bounds and oracle inequalities in penalized problems. In recent years, there have been new developments in this area motivated by the study of new classes of methods in machine learning such as large margin classification methods (boosting, kernel machines). The main probabilistic tools involved in the analysis of these problems are concentration and deviation inequalities by Talagrand along with other methods of empirical processes theory (symmetrization inequalities, contraction inequality for Rademacher sums, entropy and generic chaining bounds). Sparse recovery based on l_1-type penalization and low rank matrix recovery based on the nuclear norm penalization are other active areas of research, where the main problems can be stated in the framework of penalized empirical risk minimization, and concentration inequalities and empirical processes tools have proved to be very useful.
Lectures on Probability Theory and Statistics
Author | : Evarist Giné,Geoffrey R. Grimmett,Laurent Saloff-Coste |
Publsiher | : Springer |
Total Pages | : 431 |
Release | : 2006-11-14 |
Genre | : Mathematics |
ISBN | : 9783540692102 |
Download Lectures on Probability Theory and Statistics Book in PDF, Epub and Kindle
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