Geometric Data Analysis

Geometric Data Analysis

An Empirical Approach to Dimensionality Reduction and the Study of Patterns

Kirby, Michael

John Wiley & Sons Inc

01/2001

384

Dura

Inglês

9780471239291

15 a 20 dias

752

Descrição não disponível.
Preface.

Acknowledgments.

INTRODUCTION.

Pattern Analysis as Data Reduction.

Vector Spaces and Linear Transformations.

OPTIMAL ORTHOGONAL PATTERN REPRESENTATIONS.

The Karhunen-Loeve Expansion.

Additional Theory, Algorithms and Applications.

TIME, FREQUENCY AND SCALE ANALYSIS.

Fourier Analysis.

Wavelet Expansions.

ADAPTIVE NONLINEAR MAPPINGS.

Radial Basis Functions.

Neural Networks.

Nonlinear Reduction Architectures.

Appendix A Mathemetical Preliminaries.

References.

Index.
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