Data Mining in Time Series Databases

Mark Last

ISBN 10: 9812382909 / ISBN 13: 9789812382900

Published by World Scientific Publishing Company, 2004

About this Item

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Bibliographic Details

Title: Data Mining in Time Series Databases

Publisher: World Scientific Publishing Company

Publication Date: 2004

Binding: Hardcover

Condition: New

About this title

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 manual examines 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 text 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.