Cook R. Partial Least Squares Regression...Dimension Reduction Methods 2024

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Textbook in PDF format

Preface
Notation and Definitions
Authors
List of Figures
List of Tables
Introduction
Envelopes for Regression
PLS Algorithms for Predictor Reduction
Asymptotic Properties of PLS
Simultaneous Reduction
Partial PLS and Partial Envelopes
Linear Discriminant Analysis
Quadratic Discriminant Analysis
Non-linear PLS
The Role of PLS in Social Science Path Analyses
Ancillary Topics
Bibliography
Index

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