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Stochastic Recursive Algorithms for Optimization (Record no. 43540)

MARC details
000 -LEADER
fixed length control field 03791nam a22005177a 4500
001 - CONTROL NUMBER
control field sulb-eb0021448
003 - CONTROL NUMBER IDENTIFIER
control field BD-SySUS
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20160413122144.0
007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION
fixed length control field cr nn 008mamaa
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 120811s2013 xxk| s |||| 0|eng d
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9781447142850
-- 978-1-4471-4285-0
024 7# - OTHER STANDARD IDENTIFIER
Standard number or code 10.1007/978-1-4471-4285-0
Source of number or code doi
050 #4 - LIBRARY OF CONGRESS CALL NUMBER
Classification number TJ212-225
072 #7 - SUBJECT CATEGORY CODE
Subject category code TJFM
Source bicssc
Subject category code TEC004000
Source bisacsh
082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 629.8
Edition number 23
100 1# - MAIN ENTRY--PERSONAL NAME
Personal name Bhatnagar, S.
Relator term author.
245 10 - TITLE STATEMENT
Title Stochastic Recursive Algorithms for Optimization
Medium [electronic resource] :
Remainder of title Simultaneous Perturbation Methods /
Statement of responsibility, etc. by S. Bhatnagar, H.L. Prasad, L.A. Prashanth.
264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE
Place of production, publication, distribution, manufacture London :
Name of producer, publisher, distributor, manufacturer Springer London :
-- Imprint: Springer,
Date of production, publication, distribution, manufacture, or copyright notice 2013.
300 ## - PHYSICAL DESCRIPTION
Extent XVIII, 302 p. 12 illus.
Other physical details online resource.
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
347 ## - DIGITAL FILE CHARACTERISTICS
File type text file
Encoding format PDF
Source rda
490 1# - SERIES STATEMENT
Series statement Lecture Notes in Control and Information Sciences,
International Standard Serial Number 0170-8643 ;
Volume/sequential designation 434
505 0# - FORMATTED CONTENTS NOTE
Formatted contents note Part I: Introduction to Stochastic Recursive Algorithms -- Introduction -- Deterministic Algorithms for Local Search -- Stochastic Approximation Algorithms -- Part II: Gradient Estimation Schemes -- Kiefer-Wolfowitz Algorithm -- Gradient Schemes with Simultaneous Perturbation Stochastic Approximation -- Smoothed Functional Gradient Schemes -- Part III: Hessian Estimation Schemes -- Hessian Estimation with Simultaneous Perturbation Stochasti Approximation -- Smoothed Functional Hessian Schemes -- Part IV: Variations to the Basic Scheme -- Discrete Optimization -- Algorithms for Contrained Optimization -- Reinforcement Learning -- Part V: Applications -- Service Systems -- Road Traffic Control -- Communication Networks.
520 ## - SUMMARY, ETC.
Summary, etc. Stochastic Recursive Algorithms for Optimization presents algorithms for constrained and unconstrained optimization and for reinforcement learning. Efficient perturbation approaches form a thread unifying all the algorithms considered. Simultaneous perturbation stochastic approximation and smooth fractional estimators for gradient- and Hessian-based methods are presented. These algorithms: • are easily implemented; • do not require an explicit system model; and • work with real or simulated data. Chapters on their application in service systems, vehicular traffic control and communications networks illustrate this point. The book is self-contained with necessary mathematical results placed in an appendix. The text provides easy-to-use, off-the-shelf algorithms that are given detailed mathematical treatment so the material presented will be of significant interest to practitioners, academic researchers and graduate students alike. The breadth of applications makes the book appropriate for reader from similarly diverse backgrounds: workers in relevant areas of computer science, control engineering, management science, applied mathematics, industrial engineering and operations research will find the content of value.
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Engineering.
Topical term or geographic name as entry element System theory.
Topical term or geographic name as entry element Calculus of variations.
Topical term or geographic name as entry element Control engineering.
Topical term or geographic name as entry element Engineering.
Topical term or geographic name as entry element Control.
Topical term or geographic name as entry element Calculus of Variations and Optimal Control; Optimization.
Topical term or geographic name as entry element Systems Theory, Control.
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Prasad, H.L.
Relator term author.
Personal name Prashanth, L.A.
Relator term author.
710 2# - ADDED ENTRY--CORPORATE NAME
Corporate name or jurisdiction name as entry element SpringerLink (Online service)
773 0# - HOST ITEM ENTRY
Title Springer eBooks
776 08 - ADDITIONAL PHYSICAL FORM ENTRY
Relationship information Printed edition:
International Standard Book Number 9781447142843
830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE
Uniform title Lecture Notes in Control and Information Sciences,
International Standard Serial Number 0170-8643 ;
Volume number/sequential designation 434
856 40 - ELECTRONIC LOCATION AND ACCESS
Uniform Resource Identifier <a href="http://dx.doi.org/10.1007/978-1-4471-4285-0">http://dx.doi.org/10.1007/978-1-4471-4285-0</a>
912 ## -
-- ZDB-2-ENG
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Source of classification or shelving scheme
Koha item type

No items available.