Geometric Data Analysis
An Empirical Approach to Dimensionality Reduction and the Study of Patterns
Seiten
2001
Wiley-Interscience (Verlag)
978-0-471-23929-1 (ISBN)
Wiley-Interscience (Verlag)
978-0-471-23929-1 (ISBN)
This book addresses the most efficient methods of pattern analysis using wavelet decomposition. Readers will learn to analyze data in order to emphasize the differences between closely related patterns and then categorize them in a way that is useful to system users.
MICHAEL KIRBY is a professor in the Department of Mathematics at Colorado State University in Fort Collins, Colorado. He has worked in the field of data reduction for well over a decade.
Preface.
Acknowledgments.
INTRODUCTION.
Pattern Analysis as Data Reduction.
Vector Spaces and Linear Transformations.
OPTIMAL ORTHOGONAL PATTERN REPRESENTATIONS.
The Karhunen-Loève 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.
Erscheint lt. Verlag | 29.1.2001 |
---|---|
Sprache | englisch |
Maße | 164 x 245 mm |
Gewicht | 680 g |
Themenwelt | Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik |
Mathematik / Informatik ► Mathematik ► Analysis | |
Mathematik / Informatik ► Mathematik ► Geometrie / Topologie | |
Technik ► Elektrotechnik / Energietechnik | |
ISBN-10 | 0-471-23929-1 / 0471239291 |
ISBN-13 | 978-0-471-23929-1 / 9780471239291 |
Zustand | Neuware |
Haben Sie eine Frage zum Produkt? |
Mehr entdecken
aus dem Bereich
aus dem Bereich
was sie kann & was uns erwartet
Buch | Softcover (2023)
C.H.Beck (Verlag)
CHF 25,20
von absurd bis tödlich: Die Tücken der künstlichen Intelligenz
Buch | Softcover (2023)
Heyne (Verlag)
CHF 27,95
dem Menschen überlegen – wie KI uns rettet und bedroht
Buch | Hardcover (2023)
Droemer (Verlag)
CHF 31,90