Oracle inequalities in empirical risk minimization and sparse recovery problems : (Record no. 389542)

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control field ocn768427720
003 - CONTROL NUMBER IDENTIFIER
control field OCoLC
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20200626135416.0
006 - FIXED-LENGTH DATA ELEMENTS--ADDITIONAL MATERIAL CHARACTERISTICS
fixed length control field m o d
007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION
fixed length control field cr cnu---unuuu
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 111215s2011 gw ob 001 0 eng d
040 ## - CATALOGING SOURCE
Original cataloging agency GW5XE
Language of cataloging eng
Description conventions pn
Transcribing agency GW5XE
Modifying agency E7B
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-- OCLCQ
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019 ## -
-- 756147867
-- 759158137
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9783642221477
Qualifying information (electronic bk.)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 3642221475
Qualifying information (electronic bk.)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
Canceled/invalid ISBN 9783642221460
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
Canceled/invalid ISBN 3642221467
029 1# - (OCLC)
OCLC library identifier AU@
System control number 000051336106
029 1# - (OCLC)
OCLC library identifier AU@
System control number 000060365756
029 1# - (OCLC)
OCLC library identifier NLGGC
System control number 384150160
029 1# - (OCLC)
OCLC library identifier NZ1
System control number 13941307
035 ## - SYSTEM CONTROL NUMBER
System control number (OCoLC)768427720
Canceled/invalid control number (OCoLC)756147867
-- (OCoLC)759158137
050 #4 - LIBRARY OF CONGRESS CALL NUMBER
Classification number QA278.2
Item number .K65 2011eb
082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 519.5/36
Edition number 23
049 ## - LOCAL HOLDINGS (OCLC)
Holding library MAIN
100 1# - MAIN ENTRY--PERSONAL NAME
Personal name Koltchinskii, Vladimir.
9 (RLIN) 78711
245 10 - TITLE STATEMENT
Title Oracle inequalities in empirical risk minimization and sparse recovery problems :
Remainder of title École d'été de probabilités de Saint-Flour XXXVIII-2008 /
Statement of responsibility, etc. Vladimir Koltchinskii.
246 30 - VARYING FORM OF TITLE
Title proper/short title École d'été de probabilités de Saint-Flour XXXVIII-2008
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT)
Place of publication, distribution, etc. Berlin ;
-- Heidelberg ;
-- New York :
Name of publisher, distributor, etc. Springer Verlag,
Date of publication, distribution, etc. 2011.
300 ## - PHYSICAL DESCRIPTION
Extent 1 online resource (ix, 254 pages)
336 ## - CONTENT TYPE
Content type term text
Content type code txt
Source rdacontent
337 ## - MEDIA TYPE
Media type term computer
Media type code c
Source rdamedia
338 ## - CARRIER TYPE
Carrier type term online resource
Carrier type code cr
Source rdacarrier
490 1# - SERIES STATEMENT
Series statement Lecture notes in mathematics,
International Standard Serial Number 0075-8434 ;
Volume/sequential designation 2033
504 ## - BIBLIOGRAPHY, ETC. NOTE
Bibliography, etc Includes bibliographical references and index.
588 0# - SOURCE OF DESCRIPTION NOTE
Source of description note Print version record.
505 0# - FORMATTED CONTENTS NOTE
Formatted contents note Empirical and Rademacher processes -- Bounding expected sup-norms of empirical and Rademacher processes -- Excess risk bounds -- Examples of excess risk bounds in prediction problems -- Penalized empirical risk minimization and model selection problems -- Linear programming in sparse recovery -- Convex penalization in sparse recovery -- Low rank matrix recovery : nuclear norm penalization.
520 ## - SUMMARY, ETC.
Summary, etc. 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.
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Regression analysis
Form subdivision Congresses.
9 (RLIN) 78712
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Estimation theory
Form subdivision Congresses.
9 (RLIN) 76354
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Nonparametric statistics
Form subdivision Congresses.
9 (RLIN) 78713
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Probabilities.
9 (RLIN) 1650
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Inequalities (Mathematics)
9 (RLIN) 3085
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Sparse matrices.
9 (RLIN) 76148
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Estimation theory.
Source of heading or term fast
Authority record control number (OCoLC)fst00915531
9 (RLIN) 78714
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Inequalities (Mathematics)
Source of heading or term fast
Authority record control number (OCoLC)fst00972020
9 (RLIN) 3085
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Nonparametric statistics.
Source of heading or term fast
Authority record control number (OCoLC)fst01038853
9 (RLIN) 3343
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Probabilities.
Source of heading or term fast
Authority record control number (OCoLC)fst01077737
9 (RLIN) 1650
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Regression analysis.
Source of heading or term fast
Authority record control number (OCoLC)fst01432090
9 (RLIN) 3081
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Sparse matrices.
Source of heading or term fast
Authority record control number (OCoLC)fst01128743
9 (RLIN) 76148
655 #4 - INDEX TERM--GENRE/FORM
Genre/form data or focus term Electronic books.
9 (RLIN) 396
655 #7 - INDEX TERM--GENRE/FORM
Genre/form data or focus term Conference papers and proceedings.
Source of term fast
Authority record control number (OCoLC)fst01423772
9 (RLIN) 6065
711 2# - ADDED ENTRY--MEETING NAME
Meeting name or jurisdiction name as entry element Ecole d'été de probabilités de Saint-Flour
Number of part/section/meeting (38th :
Date of meeting 2008)
9 (RLIN) 78715
776 08 - ADDITIONAL PHYSICAL FORM ENTRY
Relationship information Print version:
Main entry heading Koltchinskii, Vladimir.
Title Oracle inequalities in empirical risk minimization and sparse recovery problems.
Place, publisher, and date of publication Berlin ; Heidelberg ; New York : Springer Verlag 2011
International Standard Book Number 9783642221460
Record control number (DLC) 2011934366
-- (OCoLC)733246860
830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE
Uniform title Lecture notes in mathematics (Springer-Verlag) ;
Volume number/sequential designation 2033.
9 (RLIN) 78716
856 40 - ELECTRONIC LOCATION AND ACCESS
Uniform Resource Identifier <a href="https://link-springer-com.libraryproxy.ist.ac.at/10.1007/978-3-642-22147-7">https://link-springer-com.libraryproxy.ist.ac.at/10.1007/978-3-642-22147-7</a>
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-- ATIST
Holdings
Withdrawn status Lost status Damaged status Not for loan Collection code Permanent Location Current Location Date acquired Date last seen Price effective from Koha item type
  Not Lost     EBook e-Library e-Library 2020-06-26 2020-06-26 2020-06-26 eBook

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