2011, ISBN: 3642221467
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 pen… Más…
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Oracle Inequalities in Empirical Risk Minimization and Sparse Recovery Problems: École d?Été de Probabilités de Saint-Flour XXXVIII-2008 (Lecture Notes in Mathematics, Band 2033) - Pasta blanda
2011, ISBN: 9783642221460
Springer, Taschenbuch, Auflage: 2011, 268 Seiten, Publiziert: 2011-07-29T00:00:01Z, Produktgruppe: Buch, Hersteller-Nr.: biography, 0.84 kg, Verkaufsrang: 5029738, Statistik, Naturwissens… Más…
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2011, ISBN: 9783642221460
Springer, Taschenbuch, Auflage: 2011, 268 Seiten, Publiziert: 2011-07-29T00:00:01Z, Produktgruppe: Buch, Hersteller-Nr.: biography, 0.84 kg, Verkaufsrang: 5029738, Statistik, Naturwissens… Más…
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Oracle Inequalities in Empirical Risk Minimization and Sparse Recovery Problems École d¿Été de Probabilités de Saint-Flour XXXVIII-2008 - libro nuevo
2011, ISBN: 3642221467
2011 Kartoniert / Broschiert Wahrscheinlichkeit - Wahrscheinlichkeitstheorie, Wahrscheinlichkeitsrechnung und Statistik, 62J99,62H12,60B20,60G99; concentrationinequalities; empiricalpro… Más…
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2011, ISBN: 3642221467
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 pen… Más…
ISBN: 9783642221460
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 pen… Más…
Oracle Inequalities in Empirical Risk Minimization and Sparse Recovery Problems: École d?Été de Probabilités de Saint-Flour XXXVIII-2008 (Lecture Notes in Mathematics, Band 2033) - Pasta blanda
2011
ISBN: 9783642221460
Springer, Taschenbuch, Auflage: 2011, 268 Seiten, Publiziert: 2011-07-29T00:00:01Z, Produktgruppe: Buch, Hersteller-Nr.: biography, 0.84 kg, Verkaufsrang: 5029738, Statistik, Naturwissens… Más…
Oracle Inequalities in Empirical Risk Minimization and Sparse Recovery Problems: École d?Été de Probabilités de Saint-Flour XXXVIII-2008 (Lecture Notes in Mathematics, Band 2033) - Pasta blanda
2011, ISBN: 9783642221460
Springer, Taschenbuch, Auflage: 2011, 268 Seiten, Publiziert: 2011-07-29T00:00:01Z, Produktgruppe: Buch, Hersteller-Nr.: biography, 0.84 kg, Verkaufsrang: 5029738, Statistik, Naturwissens… Más…
Oracle Inequalities in Empirical Risk Minimization and Sparse Recovery Problems École d¿Été de Probabilités de Saint-Flour XXXVIII-2008 - libro nuevo
2011, ISBN: 3642221467
2011 Kartoniert / Broschiert Wahrscheinlichkeit - Wahrscheinlichkeitstheorie, Wahrscheinlichkeitsrechnung und Statistik, 62J99,62H12,60B20,60G99; concentrationinequalities; empiricalpro… Más…
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Detalles del libro - Oracle Inequalities in Empirical Risk Minimization and Sparse Recovery Problems: École d?Été de Probabilités de Saint-Flour XXXVIII-2008 (Lecture Notes in Mathematics, Band 2033)
EAN (ISBN-13): 9783642221460
ISBN (ISBN-10): 3642221467
Tapa dura
Tapa blanda
Año de publicación: 2011
Editorial: Springer
254 Páginas
Peso: 0,399 kg
Idioma: Englisch
Libro en la base de datos desde 2007-04-25T04:35:53-05:00 (Mexico City)
Página de detalles modificada por última vez el 2024-01-11T01:27:31-06:00 (Mexico City)
ISBN/EAN: 3642221467
ISBN - escritura alterna:
3-642-22146-7, 978-3-642-22146-0
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Autor del libro: erl vladimir, rademacher, norm
Título del libro: oracle, ecole ete probabilites saint flour, minim, probabilités, 2033, recovery, lecture notes mathematics, inequalities
Datos del la editorial
Autor: Vladimir Koltchinskii
Título: Lecture Notes in Mathematics; École d'Été de Probabilités de Saint-Flour; Oracle Inequalities in Empirical Risk Minimization and Sparse Recovery Problems - École d’Été de Probabilités de Saint-Flour XXXVIII-2008
Editorial: Springer; Springer Berlin
254 Páginas
Año de publicación: 2011-07-29
Berlin; Heidelberg; DE
Impreso en
Idioma: Inglés
80,24 € (DE)
82,49 € (AT)
88,50 CHF (CH)
POD
IX, 254 p.
BC; Hardcover, Softcover / Mathematik/Wahrscheinlichkeitstheorie, Stochastik, Mathematische Statistik; Wahrscheinlichkeitsrechnung und Statistik; Verstehen; Mathematik; 62J99, 62H12, 60B20, 60G99; concentration inequalities; empirical processes; low rank matrix recovery; sparse recovery; Probability Theory; Stochastik; EA
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.Provides a unified framework for machine learning problems (such as large margin classification), sparse recovery and low rank matrix problems Develops a variety of probabilistic inequalities for empirical processes needed to obtain error bounds in machine learning and sparse recovery Develops a comprehensive theory of excess risk bounds and oracle inequalities for penalized empirical risk minimization Includes supplementary material: sn.pub/extras
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