DATA MINING IN TIME SERIES DATABASES (Machine Perception and Artificial Intelligence)

Mark Last; Abraham Kandel; Horst Bunke

ISBN 10: 9812382909 / ISBN 13: 9789812382900

Verlag: World Scientific Publishing Company, 2004

Beschreibung

Bestandsnummer des Verkäufers SHUB291501

Bibliografische Details

• Titel: DATA MINING IN TIME SERIES DATABASES (Machine Perception and Artificial Intelligence)
• Verlag: World Scientific Publishing Company
• Erscheinungsjahr: 2004
• Sprache: Englisch
• ISBN-10: 9812382909
• ISBN-13: 9789812382900
• Einband: Hardcover
• Zustand: Neu

Über diesen Titel

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.