The Resource Computational statistics handbook with MATLAB, Wendy L. Martinez, Angel R. Martinez

Computational statistics handbook with MATLAB, Wendy L. Martinez, Angel R. Martinez

Label
Computational statistics handbook with MATLAB
Title
Computational statistics handbook with MATLAB
Statement of responsibility
Wendy L. Martinez, Angel R. Martinez
Creator
Contributor
Author
Provider
Publisher
Subject
Language
eng
Summary
Computational Statistics Handbook with MATLAB®, Third Edition covers today’s most commonly used techniques in computational statistics while maintaining the same philosophy and writing style of the bestselling previous editions. The text keeps theoretical concepts to a minimum, emphasizing the implementation of the methods. This third edition is updated with the latest version of MATLAB and the corresponding version of the Statistics and Machine Learning Toolbox. It also incorporates new sections on the nearest neighbor classifier, support vector machines, model checking and regularization, partial least squares regression, and multivariate adaptive regression splines. The authors include algorithmic descriptions of the procedures as well as examples that illustrate the use of algorithms in data analysis. The MATLAB code, examples, and data sets are available online
Member of
Cataloging source
N$T
http://library.link/vocab/creatorName
Martinez, Wendy L
Index
no index present
LC call number
QA276.4
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
http://library.link/vocab/relatedWorkOrContributorName
  • Martinez, Angel R.
  • ENGnetBASE
  • Taylor & Francis
Series statement
Chapman & Hall/CRC computer science and data analysis series
http://library.link/vocab/subjectName
  • Mathematical statistics
  • MATHEMATICS
  • MATHEMATICS
  • Mathematical statistics
Label
Computational statistics handbook with MATLAB, Wendy L. Martinez, Angel R. Martinez
Instantiates
Publication
Antecedent source
unknown
Bibliography note
Includes bibliographical references
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
Front Cover -- Dedication -- Table of Contents -- Preface to the Third Edition -- Preface to the Second Edition -- Preface to the First Edition -- Chapter 1: Introduction -- Chapter 2: Probability Concepts -- Chapter 3: Sampling Concepts -- Chapter 4: Generating Random Variables -- Chapter 5: Exploratory Data Analysis -- Chapter 6: Finding Structure -- Chapter 7: Monte Carlo Methods for Inferential Statistics -- Chapter 8: Data Partitioning -- Chapter 9: Probability Density Estimation -- Chapter 10: Supervised Learning -- Chapter 11: Unsupervised Learning -- Chapter 12: Parametric Models -- Chapter 13: Nonparametric Models -- Chapter 14: Markov Chain Monte Carlo Methods -- Appendix A: MATLAB® Basics -- Appendix B: Projection Pursuit Indexes -- Appendix C: Data Sets -- Appendix D: Notation -- References -- Back Cover
Dimensions
unknown
Edition
Third edition.
Extent
1 online resource.
File format
unknown
Form of item
online
Isbn
9781466592742
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Note
WorldCat record--jaz
Quality assurance targets
unknown
Sound
unknown sound
Specific material designation
remote
System control number
  • (OCoLC)1030993095
  • (OCoLC)on1030993095
Label
Computational statistics handbook with MATLAB, Wendy L. Martinez, Angel R. Martinez
Publication
Antecedent source
unknown
Bibliography note
Includes bibliographical references
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
Front Cover -- Dedication -- Table of Contents -- Preface to the Third Edition -- Preface to the Second Edition -- Preface to the First Edition -- Chapter 1: Introduction -- Chapter 2: Probability Concepts -- Chapter 3: Sampling Concepts -- Chapter 4: Generating Random Variables -- Chapter 5: Exploratory Data Analysis -- Chapter 6: Finding Structure -- Chapter 7: Monte Carlo Methods for Inferential Statistics -- Chapter 8: Data Partitioning -- Chapter 9: Probability Density Estimation -- Chapter 10: Supervised Learning -- Chapter 11: Unsupervised Learning -- Chapter 12: Parametric Models -- Chapter 13: Nonparametric Models -- Chapter 14: Markov Chain Monte Carlo Methods -- Appendix A: MATLAB® Basics -- Appendix B: Projection Pursuit Indexes -- Appendix C: Data Sets -- Appendix D: Notation -- References -- Back Cover
Dimensions
unknown
Edition
Third edition.
Extent
1 online resource.
File format
unknown
Form of item
online
Isbn
9781466592742
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Note
WorldCat record--jaz
Quality assurance targets
unknown
Sound
unknown sound
Specific material designation
remote
System control number
  • (OCoLC)1030993095
  • (OCoLC)on1030993095

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