Exploratory Data Analysis with MATLAB

http://www.mathworks.com/support/books/book48557.html

First submitted by MathWorks Classroom Resources Team on 6 Feb 2010

Textbook on exploratory data analysis methods, with extensive use of MATLAB examples and GUIs

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6 Feb 2010	MathWorks Classroom Resources Team	"Exploratory Data Analysis with MATLAB", by Wendy L. Martinez and Angel R. Martinez, published by Chapman & Hall/CRC. == Table of Contents == INTRODUCTION TO EXPLORATORY DATA ANALYSIS Introduction to Exploratory Data Analysis EDA AS PATTERN DISCOVERY Dimensionality Reduction - Linear Methods Dimensionality Reduction - Nonlinear Methods Data Tours Finding Clusters Model-Based Clustering Smoothing Scatterplots GRAPHICAL METHODS FOR EDA Visualizing Clusters Distribution Shapes Multivariate Visualization APPENDIX A: PROXIMITY MEASURES APPENDIX B: SOFTWARE RESOURCES FOR EDA APPENDIX C: DESCRIPTION OF DATA SETS APPENDIX D: INTRODUCTION TO MATLAB APPENDIX E: MATLAB FUNCTIONS

6 Feb 2010

MathWorks Classroom Resources Team

"Exploratory Data Analysis with MATLAB", by Wendy L. Martinez and Angel R. Martinez, published by Chapman & Hall/CRC.

== Table of Contents ==
INTRODUCTION TO EXPLORATORY DATA ANALYSIS
Introduction to Exploratory Data Analysis
EDA AS PATTERN DISCOVERY
Dimensionality Reduction - Linear Methods
Dimensionality Reduction - Nonlinear Methods
Data Tours
Finding Clusters
Model-Based Clustering
Smoothing Scatterplots
GRAPHICAL METHODS FOR EDA
Visualizing Clusters
Distribution Shapes
Multivariate Visualization
APPENDIX A: PROXIMITY MEASURES
APPENDIX B: SOFTWARE RESOURCES FOR EDA
APPENDIX C: DESCRIPTION OF DATA SETS
APPENDIX D: INTRODUCTION TO MATLAB
APPENDIX E: MATLAB FUNCTIONS

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Exploratory Data Analysis with MATLAB

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