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Statistical inference via convex optimization / (Record no. 9417)

MARC details
000 -LEADER
fixed length control field 03378cam a2200373 i 4500
001 - CONTROL NUMBER
control field 21347946
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20241204121046.0
006 - FIXED-LENGTH DATA ELEMENTS--ADDITIONAL MATERIAL CHARACTERISTICS--GENERAL INFORMATION
fixed length control field m |o d |
007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION
fixed length control field cr |||||||||||
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 191215s2020 nju ob 001 0 eng
010 ## - LIBRARY OF CONGRESS CONTROL NUMBER
LC control number 2019048293
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9780691200316
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
Cancelled/invalid ISBN 9780691197296
040 ## - CATALOGING SOURCE
Original cataloging agency DLC
Language of cataloging eng
Transcribing agency DLC
Description conventions rda
Modifying agency DLC
042 ## - AUTHENTICATION CODE
Authentication code pcc
050 00 - LIBRARY OF CONGRESS CALL NUMBER
Classification number QA276
Item number .J83 2020
082 00 - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 519.5/4
Edition number 23
100 1# - MAIN ENTRY--PERSONAL NAME
Personal name Juditsky, Anatoli,
Dates associated with a name 1962-
Relator term author.
9 (RLIN) 27350
245 10 - TITLE STATEMENT
Title Statistical inference via convex optimization /
Statement of responsibility, etc by Anatoli Juditsky, & Arkadi Nemirovski.
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT)
Place of publication, distribution, etc New Jersey:
Name of publisher, distributor, etc Princeton University Press,
Date of publication, distribution, etc 2020
300 ## - PHYSICAL DESCRIPTION
Extent xv,631p.:
Dimensions 26 cm
490 0# - SERIES STATEMENT
Series statement Princeton series in applied mathematics
504 ## - BIBLIOGRAPHY, ETC. NOTE
Bibliography, etc Includes bibliographical references and index.
505 0# - FORMATTED CONTENTS NOTE
Formatted contents note On computational tractability -- Sparse recovery via ℓ₁ minimization -- Hypothesis testing -- From hypothesis testing to estimating functionals -- Signal recovery by linear estimation -- Signal recovery beyond linear estimates -- Solutions to selected exercises.
520 ## - SUMMARY, ETC.
Summary, etc "This authoritative book draws on the latest research to explore the interplay of high-dimensional statistics with optimization. Through an accessible analysis of fundamental problems of hypothesis testing and signal recovery, Anatoli Juditsky and Arkadi Nemirovski show how convex optimization theory can be used to devise and analyze near-optimal statistical inferences. Statistical Inference via Convex Optimization is an essential resource for optimization specialists who are new to statistics and its applications, and for data scientists who want to improve their optimization methods. Juditsky and Nemirovski provide the first systematic treatment of the statistical techniques that have arisen from advances in the theory of optimization. They focus on four well-known statistical problems-sparse recovery, hypothesis testing, and recovery from indirect observations of both signals and functions of signals-demonstrating how they can be solved more efficiently as convex optimization problems. The emphasis throughout is on achieving the best possible statistical performance. The construction of inference routines and the quantification of their statistical performance are given by efficient computation rather than by analytical derivation typical of more conventional statistical approaches. In addition to being computation-friendly, the methods described in this book enable practitioners to handle numerous situations too difficult for closed analytical form analysis, such as composite hypothesis testing and signal recovery in inverse problems. Statistical Inference via Convex Optimization features exercises with solutions along with extensive appendixes, making it ideal for use as a graduate text"--
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Mathematical statistics.
9 (RLIN) 890
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Mathematical optimization.
9 (RLIN) 27351
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Convex functions.
9 (RLIN) 27352
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Nemirovskiĭ, A. S.
Fuller form of name (Arkadiĭ Semenovich),
Relator term author.
9 (RLIN) 27353
776 08 - ADDITIONAL PHYSICAL FORM ENTRY
Display text Print version:
Main entry heading Juditsky, Anatoli, 1962-
Title Statistical inference via convex optimization
Place, publisher, and date of publication Princeton : Princeton University Press, [2020]
International Standard Book Number 9780691197296
Record control number (DLC) 2019048292
906 ## - LOCAL DATA ELEMENT F, LDF (RLIN)
a 7
b cbc
c orignew
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e ecip
f 20
g y-gencatlg
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Source of classification or shelving scheme Library of Congress Classification
Item type Books
Classification part QA276
Call number prefix QA276
Call number suffix .J83 2020
Holdings
Withdrawn status Lost status Source of classification or shelving scheme Damaged status Not for loan Collection code Home library Current library Shelving location Date acquired Source of acquisition Inventory number Total Checkouts Full call number Barcode Date last seen Copy number Price effective from Koha item type
    Library of Congress Classification     Non-fiction Zetech Library - TRC Zetech Library - TRC General Stacks 05/11/2024 PURCHASE 10570   QA276 .J83 2020 Z012296 04/12/2024 C1 04/12/2024 Books