A User's Guide to Principal Components

JE Jackson (Autor)

Buch | Hardcover

592 Seiten

1991
John Wiley & Sons Inc (Verlag)
978-0-471-62267-3 (ISBN)

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A guide to the use of a major tool in multivariate statistical analysis, which emphasizes the operation and application of these principal components rather than their theoretical bases. Topics discussed include multivariable quality control, principal component regression and factor analysis.

Getting Started; PCA with More Than Two Variables; Scaling of Data; Inferential Procedures; Putting It All Together--Hearing Loss I. Operations with Group Data; Vector Interpretation I: Simplifications and Inferential Techniques; Vector Interpretation II: Rotation; A Case History--Hearing Loss II; Singular Value Decomposition: Multidimensional Scaling I. Distance Models: Multidimensional Scaling II; Linear Models I: Regression; PCA of Predictor Variables; Linear Models II: Analysis of Variance; PCA of Response Variables; Other Applications of PCA; Flatland: Special Procedures for Two Dimensions; Odds and Ends; What Is Factor Analysis Anyhow?; Other Competitors; Conclusion; Appendices; Bibliography; Author Index; Subject Index.

Erscheint lt. Verlag	25.4.1991
Reihe/Serie	Probability & Mathematical Statistics S.
Zusatzinfo	Ill.
Verlagsort	New York
Sprache	englisch
Maße	160 x 242 mm
Gewicht	907 g
Themenwelt	Mathematik / Informatik ► Mathematik
ISBN-10	0-471-62267-2 / 0471622672
ISBN-13	978-0-471-62267-3 / 9780471622673
Zustand	Neuware