✦ LIBER ✦

Data Mining In Time Series Databases

✍ Scribed by Mark Last, Abraham Kandel, Horst Bunke

Book ID: 127433795
Publisher: World Scientific
Year: 2004
Tongue: English
Weight: 3 MB
Series: Series in machine perception and artificial intelligence v.57
Category: Library
City: New Jersey; London
ISBN: 9812382909

No coin nor oath required. For personal study only.

✦ Synopsis

Adding the time dimension to real-world databases produces TimeSeries Databases (TSDB) and introduces new aspects and difficultiesto data mining and knowledge discovery. This book covers thestate-of-the-art methodology for mining time series databases. Thenovel data mining methods presented in the book include techniquesfor efficient segmentation, indexing, and classification of noisy anddynamic time series. A graph-based method for anomaly detection intime series is described and the book also studies the implicationsof a novel and potentially useful representation of time series asstrings. The problem of detecting changes in data mining models thatare induced from temporal databases is additionally discussed.

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