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

ISBN: 9812382909



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PDF Data Mining in Time Series Databases Series in Machine Perception and Artifical Intelligence


Author: Mark Last | Category: Databases | Language: English | Page: 192 | ISBN: 9812382909 | ISBN13: 9789812382900 |

Description: 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.

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