Data Mining In Time Series Databases

Data Mining In Time Series Databases

Horst Bunke

Format: Print Book

ISBN: 9789812382900

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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.

Format: Hardcover
No of Pages: 204
Imprint: World Scientific
Publication date: 20040629
Series: Series In Machine Perception And Artificial Intelligence

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