Details
Data Mining In Time Series Databases
Series In Machine Perception And Artificial Intelligence
238,00 € |
|
Verlag: | World Scientific Publishing |
Format: | |
Veröffentl.: | 25.06.2004 |
ISBN/EAN: | 9789812565402 |
Sprache: | englisch |
Anzahl Seiten: | 204 |
DRM-geschütztes eBook, Sie benötigen z.B. Adobe Digital Editions und eine Adobe ID zum Lesen.
Beschreibungen
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.