Data Mining in Time Series Databases

Mark Last

ISBN 10: 9812382909 / ISBN 13: 9789812382900

Published by World Scientific Publishing Company, 2004

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Synopsis:

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.

Bibliographic Details

Title: Data Mining in Time Series Databases
Publisher: World Scientific Publishing Company
Publication Date: 2004
Binding: Hardcover
Condition: Brand New