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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
Artikel-ID: 102086574