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Computational Statistics. (Record no. 63920)

MARC details
000 -LEADER
fixed length control field 05864cam a2200697Mu 4500
001 - CONTROL NUMBER
control field sulb-eb0032268
003 - CONTROL NUMBER IDENTIFIER
control field BD-SySUS
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20170713221326.0
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 130211s2012 enk o 000 0 eng d
040 ## - CATALOGING SOURCE
Original cataloging agency EBLCP
Language of cataloging eng
Description conventions pn
Transcribing agency EBLCP
Modifying agency N$T
-- OCLCQ
-- OCLCO
-- YDXCP
-- DG1
-- OHI
-- OCLCF
-- UKDOC
-- OCLCQ
-- DEBSZ
-- OCLCQ
-- DEBBG
-- BD-SySUS
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9781118555286
Qualifying information (electronic bk.)
International Standard Book Number 1118555287
Qualifying information (electronic bk.)
International Standard Book Number 9781118555552
Qualifying information (electronic bk.)
International Standard Book Number 1118555554
Qualifying information (electronic bk.)
029 1# - OTHER SYSTEM CONTROL NUMBER (OCLC)
OCLC library identifier AU@
System control number 000051629276
OCLC library identifier CHBIS
System control number 010026754
OCLC library identifier CHVBK
System control number 306230836
OCLC library identifier DEBSZ
System control number 431330956
OCLC library identifier GBVCP
System control number 79020648X
OCLC library identifier NZ1
System control number 15915387
OCLC library identifier DEBBG
System control number BV043395376
035 ## - SYSTEM CONTROL NUMBER
System control number (OCoLC)827207941
050 #4 - LIBRARY OF CONGRESS CALL NUMBER
Classification number QA276 .G384 2012
072 #7 - SUBJECT CATEGORY CODE
Subject category code MAT
Subject category code subdivision 029000
Source bisacsh
082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 519.50285
049 ## - LOCAL HOLDINGS (OCLC)
Holding library MAIN
100 1# - MAIN ENTRY--PERSONAL NAME
Personal name Givens, Geof H.
245 10 - TITLE STATEMENT
Title Computational Statistics.
250 ## - EDITION STATEMENT
Edition statement 2nd ed.
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT)
Place of publication, distribution, etc. Chicester :
Name of publisher, distributor, etc. Wiley,
Date of publication, distribution, etc. 2012.
300 ## - PHYSICAL DESCRIPTION
Extent 1 online resource (491 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 Wiley Series in Computational Statistics
505 0# - FORMATTED CONTENTS NOTE
Formatted contents note COMPUTATIONAL STATISTICS; CONTENTS; PREFACE; ACKNOWLEDGMENTS; 1 REVIEW; 1.1 Mathematical Notation; 1.2 Taylor's Theorem and Mathematical Limit Theory; 1.3 Statistical Notation and Probability Distributions; 1.4 Likelihood Inference; 1.5 Bayesian Inference; 1.6 Statistical Limit Theory; 1.7 Markov Chains; 1.8 Computing; PART I: OPTIMIZATION; 2 OPTIMIZATION AND SOLVING NONLINEAR EQUATIONS; 2.1 Univariate Problems; 2.1.1 Newton's Method; 2.1.1.1 Convergence Order; 2.1.2 Fisher Scoring; 2.1.3 Secant Method; 2.1.4 Fixed-Point Iteration; 2.1.4.1 Scaling; 2.2 Multivariate Problems.
Formatted contents note 2.2.1 Newton's Method and Fisher Scoring; 2.2.1.1 Iteratively Reweighted Least Squares; 2.2.2 Newton-Like Methods; 2.2.2.1 Ascent Algorithms; 2.2.2.2 Discrete Newton and Fixed-Point Methods; 2.2.2.3 Quasi-Newton Methods; 2.2.3 Gauss-Newton Method; 2.2.4 Nelder-Mead Algorithm; 2.2.5 Nonlinear Gauss-Seidel Iteration; Problems; 3 COMBINATORIAL OPTIMIZATION; 3.1 Hard Problems and NP-Completeness; 3.1.1 Examples; 3.1.2 Need for Heuristics; 3.2 Local Search; 3.3 Simulated Annealing; 3.3.1 Practical Issues; 3.3.1.1 Neighborhoods and Proposals; 3.3.1.2 Cooling Schedule and Convergence.
Formatted contents note 3.3.2 Enhancements; 3.4 Genetic Algorithms; 3.4.1 Definitions and the Canonical Algorithm; 3.4.1.1 Basic Definitions; 3.4.1.2 Selection Mechanisms and Genetic Operators; 3.4.1.3 Allele Alphabets and Genotypic Representation; 3.4.1.4 Initialization, Termination, and Parameter Values; 3.4.2 Variations; 3.4.2.1 Fitness; 3.4.2.2 Selection Mechanisms and Updating Generations; 3.4.2.3 Genetic Operators and Permutation Chromosomes; 3.4.3 Initialization and Parameter Values; 3.4.4 Convergence; 3.5 Tabu Algorithms; 3.5.1 Basic Definitions; 3.5.2 The Tabu List; 3.5.3 Aspiration Criteria.
Formatted contents note 3.5.4 Diversification; 3.5.5 Intensification; 3.5.6 Comprehensive Tabu Algorithm; Problems; 4 EM OPTIMIZATION METHODS; 4.1 Missing Data, Marginalization, and Notation; 4.2 The EM Algorithm; 4.2.1 Convergence; 4.2.2 Usage in Exponential Families; 4.2.3 Variance Estimation; 4.2.3.1 Louis's Method; 4.2.3.2 SEM Algorithm; 4.2.3.3 Bootstrapping; 4.2.3.4 Empirical Information; 4.2.3.5 Numerical Differentiation; 4.3 EM Variants; 4.3.1 Improving the E Step; 4.3.1.1 Monte Carlo EM; 4.3.2 Improving the M Step; 4.3.2.1 ECM Algorithm; 4.3.2.2 EM Gradient Algorithm; 4.3.3 Acceleration Methods.
Formatted contents note 4.3.3.1 Aitken Acceleration; 4.3.3.2 Quasi-Newton Acceleration; Problems; PART II: INTEGRATION AND SIMULATION; 5 NUMERICAL INTEGRATION; 5.1 Newton-Côtes Quadrature; 5.1.1 Riemann Rule; 5.1.2 Trapezoidal Rule; 5.1.3 Simpson's Rule; 5.1.4 General kth-Degree Rule; 5.2 Romberg Integration; 5.3 Gaussian Quadrature; 5.3.1 Orthogonal Polynomials; 5.3.2 The Gaussian Quadrature Rule; 5.4 Frequently Encountered Problems; 5.4.1 Range of Integration; 5.4.2 Integrands with Singularities or Other Extreme Behavior; 5.4.3 Multiple Integrals; 5.4.4 Adaptive Quadrature; 5.4.5 Software for Exact Integration Problems.
520 ## - SUMMARY, ETC.
Summary, etc. This new edition continues to serve as a comprehensive guide to modern and classical methods of statistical computing. The book is comprised of four main parts spanning the field: Optimization, Integration and Simulation, Bootstrapping, Density Estimation and Smoothing. Within these sections, each chapter includes a comprehensive introduction and step-by-step implementation summaries to accompany the explanations of key methods. The new edition includes updated coverage and existing topics as well as new topics.
588 0# - SOURCE OF DESCRIPTION NOTE
Source of description note Print version record.
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Mathematical statistics
General subdivision Data processing.
Topical term or geographic name as entry element Computational statistics.
Topical term or geographic name as entry element Probabilities
General subdivision Data processing.
Topical term or geographic name as entry element Statistics
General subdivision Data processing.
Topical term or geographic name as entry element MATHEMATICS
General subdivision Probability & Statistics
-- General.
Source of heading or term bisacsh
Topical term or geographic name as entry element Mathematical statistics
General subdivision Data processing.
Source of heading or term fast
Authority record control number (OCoLC)fst01012133
655 #4 - INDEX TERM--GENRE/FORM
Genre/form data or focus term Electronic books.
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Hoeting, Jennifer A.
Fuller form of name (Jennifer Ann),
Dates associated with a name 1966-
776 08 - ADDITIONAL PHYSICAL FORM ENTRY
Relationship information Print version:
Main entry heading Givens, Geof H.
Title Computational Statistics.
Place, publisher, and date of publication Chicester : Wiley, ©2012
International Standard Book Number 9780470533314
830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE
Uniform title Wiley series in computational statistics.
856 40 - ELECTRONIC LOCATION AND ACCESS
Uniform Resource Identifier <a href="http://onlinelibrary.wiley.com/book/10.1002/9781118555552">http://onlinelibrary.wiley.com/book/10.1002/9781118555552</a>
Public note Wiley Online Library [Free Download only for SUST IP]
938 ## -
-- 123Library
-- 123L
-- 64497
-- EBL - Ebook Library
-- EBLB
-- EBL1120265
-- EBSCOhost
-- EBSC
-- 531665
-- YBP Library Services
-- YANK
-- 10004657
994 ## -
-- 92
-- DG1

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