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Englisch
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Beschreibung
This book describes existing and advanced methods to reduce the dimensionality of numerical databases. For each method, the description starts from intuitive ideas, develops the necessary mathematical details and ends by outlining the algorithmic implementation. Methods are compared with each other with the help of different illustrative examples.
This book describes existing and advanced methods to reduce the dimensionality of numerical databases. For each method, the description starts from intuitive ideas, develops the necessary mathematical details and ends by outlining the algorithmic implementation. Methods are compared with each other with the help of different illustrative examples.
Zusammenfassung
This book describes existing and advanced methods to reduce the dimensionality of numerical databases. For each method, the description starts from intuitive ideas, develops the necessary mathematical details and ends by outlining the algorithmic implementation. Methods are compared with each other with the help of different illustrative examples.
Inhaltsverzeichnis
High-Dimensional Data.- Characteristics of an Analysis Method.- Estimation of the Intrinsic Dimension.- Distance Preservation.- Topology Preservation.- Method comparisons.- Conclusions.
Details
| Erscheinungsjahr: | 2007 |
|---|---|
| Genre: | Importe, Informatik |
| Rubrik: | Naturwissenschaften & Technik |
| Medium: | Buch |
| Reihe: | Information Science and Statistics |
| Inhalt: |
xvii
309 S. |
| ISBN-13: | 9780387393506 |
| ISBN-10: | 0387393501 |
| Sprache: | Englisch |
| Herstellernummer: | 11417989 |
| Einband: | Gebunden |
| Autor: |
Lee, John A.
Verleysen, Michel |
| Hersteller: |
Springer
Information Science and Statistics |
| Verantwortliche Person für die EU: | Springer Verlag GmbH, Tiergartenstr. 17, D-69121 Heidelberg, juergen.hartmann@springer.com |
| Maße: | 241 x 160 x 24 mm |
| Von/Mit: | John A. Lee (u. a.) |
| Erscheinungsdatum: | 05.12.2007 |
| Gewicht: | 0,654 kg |