Data Mining In Time Series Databases: 57 (Series In Machine Perception And Artificial Intelligence) - Hardcover

Hardcover

ISBN 10: 9812382909 ISBN 13: 9789812382900

Verlag: World Scientific Publishing Co Pte Ltd, 2004

Inhaltsangabe

ADDING THE TIME DIMENSION TO REAL-WORLD DATABASES PRODUCES TIME SERIES DATABASES (TSDB) AND INTRODUCES NEW ASPECTS AND DIFFICULTIES TO DATA MINING AND KNOWLEDGE DISCOVERY. THIS BOOK COVERS THE STATE-OF-THE-ART METHODOLOGY FOR MINING TIME SERIES DATABASES. THE NOVEL DATA MINING METHODS PRESENTED IN THE BOOK INCLUDE TECHNIQUES FOR EFFICIENT SEGMENTATION, INDEXING, AND CLASSIFICATION OF NOISY AND DYNAMIC TIME SERIES. A GRAPH-BASED METHOD FOR ANOMALY DETECTION IN TIME SERIES IS DESCRIBED AND THE BOOK ALSO STUDIES THE IMPLICATIONS OF A NOVEL AND POTENTIALLY USEFUL REPRESENTATION OF TIME SERIES AS STRINGS. THE PROBLEM OF DETECTING CHANGES IN DATA MINING MODELS THAT ARE INDUCED FROM TEMPORAL DATABASES IS ADDITIONALLY DISCUSSED.

Details zur Ausgabe

• Verlag: World Scientific Publishing Co Pte Ltd
• Erscheinungsdatum: 2004
• ISBN 10: 9812382909
• ISBN 13: 9789812382900
• Einband: Tapa dura
• Sprache: Englisch
• Anzahl der Seiten: 204
• Herausgeber: Bunke Horst, Kandel Abraham, Last Mark