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Principal Components Analysis
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Author(s):
George Dunteman
Publication date:
1989
Publisher:
SAGE Publications, Inc.
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Core Readings in Statistical Mediation Analysis
Author and book information
Book
ISBN (Print):
9780803931046
ISBN (Electronic):
9781412985475
Publication date:
1989
DOI:
10.4135/9781412985475
SO-VID:
eb777d6c-9e85-4d70-8e54-6c6e62e38c5d
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Book chapters
pp. 8
Introduction
pp. 16
Basic Concepts of Principal Components Analysis
pp. 24
Geometrical Properties of Principal Components
pp. 43
Decomposition Properties of the Principal Components
pp. 46
Principal Components of Patterned Correlation Matrices
pp. 49
Rotation of Principal Components
pp. 51
Using Principal Components to Select A Subset of Variables
pp. 56
Principal Components Versus Factor Analysis
pp. 66
Uses of Principal Components in Regression Analysis
pp. 76
Using Principal Components to Detect Outlying and Influential Observations
pp. 79
Use of Principal Components in Cluster Analysis
pp. 81
Use of Principal Components Analysis in Conjunction With Other Multivariate Analysis Procedures
pp. 88
Other Techniques Related to Principal Components
pp. 93
Summary and Conclusions
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