Computational statistics handbook with MATLAB / Wendy L. Martinez, Angel R. Martinez.
Material type:
Item type | Current library | Collection | Call number | Copy number | Status | Date due | Barcode | Item holds |
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EWU Library E-book | Non-fiction | 519.50285 MAC (Browse shelf(Opens below)) | Not For Loan | ||||
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EWU Library Reserve Section | Non-fiction | 519.50285 MAC 2008 (Browse shelf(Opens below)) | C-1 | Not For Loan | 25779 | ||
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EWU Library Reserve Section | Non-fiction | 519.50285 MAC 2008 (Browse shelf(Opens below)) | C-2 | Not For Loan | 26048 |
Includes bibliographical references (p. 731-750) and indexes.
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 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.
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.
AS
Tahur Ahmed
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