Oracle Inequalities in Empirical Risk Minimization and Sparse Recovery Problems : Ecole d’Ete de Probabilites de Saint-Flour XXXVIII-2008
Book Details
Format
Paperback / Softback
Book Series
Lecture Notes in Mathematics
ISBN-10
3642221467
ISBN-13
9783642221460
Publisher
Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
Imprint
Springer-Verlag Berlin and Heidelberg GmbH & Co. K
Country of Manufacture
DE
Country of Publication
GB
Publication Date
Jul 29th, 2011
Print length
254 Pages
Product Classification:
Probability & statisticsProbability and statistics
Ksh 11,700.00
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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.
From the reviews:
"The book is an introduction to the general theory of empirical risk minimization with an emphasis on excess risk bounds and oracle inequalities in penalized problems. ... The book is interesting and useful for students as well as for professionals in the field of probability theory, statistics, and their applications." (Pavel Stoynov, Zentralblatt MATH, Vol. 1223, 2011)
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