Data Mining In Time Series Databases (Series in Machine Perception and Artificial Intelligence)
eBook Information
Data Mining In Time Series Databases (Series in Machine Perception and Artificial Intelligence)
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ISBN |
9812382909 |
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Release Date |
07 November 2004 |
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Category |
Data Mining |
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Tags |
mining, "data mining", data mining, machine learning, "time series", artificial intelligence, time, database, business intelligence, collective intelligence, time series analysis, 9812382909, text mining, business modeling and data mining, machine, artificial inteligence, artificial, "artificial intelligence", artificial intellegence, real time control, artificial intelligent, "mining", intelligence, support vector machine, artifical intelligence,
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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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