Computational Statistics Handbook with MATLAB, 2nd ed.

http://www.mathworks.com/support/books/book48818.html

First submitted by MathWorks Classroom Resources Team on 8 Jan 2010

Undergraduate textbook on exploratory data analysis, statistical modeling, and machine learning

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Date	Contributor	Description	Rating
8 Jan 2010	MathWorks Classroom Resources Team	"Computational Statistics Handbook with MATLAB, 2e", by Wendy L. Martinez and Angel R. Martinez. Published by Chapman & Hall/CRC. == Table of 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 MATLAB Source Code Appendix C: Matlab Statistics Toolbox Appendix D: Computational Statistics Toolbox Appendix E: Exploratory Data Analysis Toolboxes

8 Jan 2010

MathWorks Classroom Resources Team

"Computational Statistics Handbook with MATLAB, 2e", by Wendy L. Martinez and Angel R. Martinez. Published by Chapman & Hall/CRC.

== Table of 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
MATLAB Source Code
Appendix C: Matlab Statistics Toolbox
Appendix D: Computational Statistics Toolbox
Appendix E: Exploratory Data Analysis Toolboxes

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