Discovering Partial Least Squares with JMP®
Ian Cox and Marie Gaudard
The correct bibliographic citation for this manual is as follows: Cox, Ian and Gaudard, Marie. 2013. Discovering Partial Least Squares with JMP®. Cary, NC: SAS Institute Inc.
Discovering Partial Least Squares with JMP®
Copyright © 2013, SAS Institute Inc., Cary, NC, USA
ISBN 978-1-61290-829-8 (electronic book)
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Contents
Accessing the Supplementary Content
Chapter 1 Introducing Partial Least Squares
Partial Least Squares in Today’s World
Transforming, and Centering and Scaling Data
Chapter 2 A Review of Multiple Linear Regression
Underfitting and Overfitting: A Simulation
The Effect of Correlation among Predictors: A Simulation
Chapter 3 Principal Components Analysis: A Brief Visit
Centering and Scaling: An Example
The Importance of Exploratory Data Analysis in Multivariate Studies
Dimensionality Reduction via PCA
Chapter 4 A Deeper Understanding of PLS
PLS as a Multivariate Technique
An Example Exploring Prediction