Computational statistics handbook with MATLAB
Martinez, Wendy L.
creator
Martinez, Angel R.
text
bibliography
flu
Boca Raton, FL
Chapman & Hall/CRC
c2008
2008
2nd ed.
monographic
eng
xxiii, 767 p. : ill. ; 25 cm.
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. It includes a discussion of GUI functionality and expanded coverage of topics such as support vector machines, bagging, boosting, and random forests in pattern recognition. The text also features updated and new problem sets, data sets, exercises, and an appendix containing answers to selected problems.
TOC 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 MATLABĀ® --
Appendix B : Projection pursuit indexes --
Appendix C : MATLABĀ® statistics toolbox --
Appendix D : Computational statistics toolbox --
Appendix E : Exploratory data analysis toolboxes --
Appendix F : Data sets --
Appendix G : Notation.
general
Wendy L. Martinez, Angel R. Martinez.
Includes bibliographical references (p. 731-750) and indexes.
AS
Mathematical statistics
Data processing
QA276.4 .M269 2008
519.50285 MAC
Series in computer science and data analysis
9781584885665 (alk. paper)
1584885661 (alk. paper)
2007031426
http://www.loc.gov/catdir/toc/ecip0724/2007031426.html
http://www.worldcat.org/title/computational-statistics-handbook-with-matlab/oclc/162507287&referer=brief_results
http://www.loc.gov/catdir/enhancements/fy0827/2007031426-d.html
http://lib.ewubd.edu/ebook/7385
http://www.loc.gov/catdir/toc/ecip0724/2007031426.html
http://www.worldcat.org/title/computational-statistics-handbook-with-matlab/oclc/162507287&referer=brief_results
http://www.loc.gov/catdir/enhancements/fy0827/2007031426-d.html
http://lib.ewubd.edu/ebook/7385
DLC
140220
20180103175550.0
7385
eng