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

Rate this link

758 clicks (last 30 days)

Tags for This LinkHelp

Everyone’s Tags

Descriptions and Ratings (1)

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

Please login to add a description or rating.

Tag Activity

Tag	Applied By	Date/Time
academic	Mehmet TASPINAR	6 Aug 2012 at 9:46pm
textbook	MathWorks Classroom Resources Team	8 Jan 2010 at 5:02pm
resource	MathWorks Classroom Resources Team	8 Jan 2010 at 5:02pm
academic	MathWorks Classroom Resources Team	8 Jan 2010 at 5:02pm
language english	MathWorks Classroom Resources Team	8 Jan 2010 at 5:02pm
statistics	MathWorks Classroom Resources Team	8 Jan 2010 at 5:02pm
computer science	MathWorks Classroom Resources Team	8 Jan 2010 at 5:02pm
statistics and data analysis	MathWorks Classroom Resources Team	8 Jan 2010 at 5:02pm
programming and computer science	MathWorks Classroom Resources Team	8 Jan 2010 at 5:02pm