Pub. Date:
Cambridge University Press
Analysis of Multivariate and High-Dimensional Data

Analysis of Multivariate and High-Dimensional Data

by Inge Koch
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Product Details

ISBN-13: 9780521887939
Publisher: Cambridge University Press
Publication date: 12/02/2013
Series: Cambridge Series in Statistical and Probabilistic Mathematics , #32
Edition description: New Edition
Pages: 526
Product dimensions: 7.00(w) x 10.00(h) x 1.20(d)

About the Author

Inge Koch is Associate Professor of Statistics at the University of Adelaide, Australia.

Table of Contents

Part I. Classical Methods: 1. Multidimensional data; 2. Principal component analysis; 3. Canonical correlation analysis; 4. Discriminant analysis; Part II. Factors and Groupings: 5. Norms, proximities, features, and dualities; 6. Cluster analysis; 7. Factor analysis; 8. Multidimensional scaling; Part III. Non-Gaussian Analysis: 9. Towards non-Gaussianity; 10. Independent component analysis; 11. Projection pursuit; 12. Kernel and more independent component methods; 13. Feature selection and principal component analysis revisited; Index.

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