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

Mark Last,Abraham Kandel,Horst Bunke

ISBN 10: 9812382909 / ISBN 13: 9789812382900

Editore: World Scientific Publishing Comp, 2004

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Titolo: DATA MINING IN TIME SERIES DATABASES (...

Casa editrice: World Scientific Publishing Comp

Data di pubblicazione: 2004

Legatura: hardcover

Condizione: Very Good

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Riassunto:

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.