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, Alan Izenman

Modern Multivariate Statistical Techniques

, Alan Izenman - Modern Multivariate Statistical Techniques, ebook

74,40€

Ebook, PDF with Adobe DRM
ISBN: 9780387781891
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Table of contents

2. Introduction and Preview

3. Introduction and Preview

4. Random Vectors and Matrices

5. Nonparametric Density Estimation

6. Model Assessment and Selection in Multiple Regression.

7. Multivariate Regression

8. Linear Dimensionality Reduction

9. Linear Discriminant Analysis

10. Recursive Partitioning and Tree-Based Methods

11. Artificial Neural Networks

12. Support Vector Machines

13. Cluster Analysis

14. Multidimensional Scaling and Distance Geometry.

15. Committee Machines

16. Latent Variable Models for Blind Source Separation

17. Nonlinear Dimensionality Reduction and Manifold Learning.

18. Correspondence Analysis

Keywords: Statistics, Signal, Image and Speech Processing, Computational Biology/Bioinformatics, Pattern Recognition, Data Mining and Knowledge Discovery, Probability and Statistics in Computer Science, Statistical Theory and Methods

Author(s)
Publisher
Springer
Publication year
2008
Language
en
Edition
1
Series
Springer Texts in Statistics
Page amount
24 pages
Category
Natural Sciences
Format
Ebook
eISBN (PDF)
9780387781891

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