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Computational statistics handbook with MATLAB

Author: Wendy L Martinez; Angel R Martinez
Publisher: Boca Raton, FL : Chapman & Hall/CRC, ©2008.
Series: Series in computer science and data analysis.
Edition/Format:   Book : English : 2nd edView all editions and formats
Database:WorldCat
Summary:
As with the bestselling first edition, "Computational Statistics Handbook with MATLAB" makes computational statistics as accessible as possible by playing down theory and building an understanding of the algorithms used in a wide range of applications. This second edition recognizes the new functionality of the MATLAB[registered] statistics toolbox and other updates like the new plotting capabilities of version 7.0.  Read more...
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Material Type: Internet resource
Document Type: Book, Internet Resource
All Authors / Contributors: Wendy L Martinez; Angel R Martinez
ISBN: 9781584885665 1584885661
OCLC Number: 162507287
Description: xxiii, 767 pages : illustrations ; 25 cm.
Contents: Introduction --
Probability concepts --
Sampling concepts --
Generating random variables --
Exploratory data analysis --
Finding structure --
Monte Carlo methods for inferential statistics --
Data partitioning --
Probability density estimation --
Supervised learning --
Unsupervised learning --
Parametric models --
Nonparametric models --
Markov chain Monte Carlo methods --
Spatial statistics --
Appendix A : Introduction to MATLAB® --
Appendix B : Projection pursuit indexes --
Appendix C : MATLAB® statistics toolbox --
Appendix D : Computational statistics toolbox --
Appendix E : Exploratory data analysis toolboxes --
Appendix F : Data sets --
Appendix G : Notation.
Series Title: Series in computer science and data analysis.
Responsibility: Wendy L. Martinez, Angel R. Martinez.
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Abstract:

Provides access to computational statistics by playing down theory and building an understanding of the algorithms used in a wide range of applications. This text recognizes the functionality of the  Read more...

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