Data Mining in Time Series Databases (Series in Machine Perception and Artifical Intelligence)

Mark Last, Abraham Kandel, Horst Bunke

ISBN 10: 9812382909 / ISBN 13: 9789812382900

Published by World Scientific Publishing Company, 2004

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Bibliographic Details

• Title: Data Mining in Time Series Databases (Series in Machine Perception and Artifical Intelligence)
• Publisher: World Scientific Publishing Company
• Publication Date: 2004
• Language: English
• ISBN 10: 9812382909
• ISBN 13: 9789812382900
• Binding: Hardcover
• Condition: Like New
• Book Type: book

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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.