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2004
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Mining Hierarchical Temporal Patterns in Multivariate Time Series

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Mining Hierarchical Temporal Patterns in Multivariate Time Series
Abstract. The Unification-based Temporal Grammar is a temporal extension of static unification-based grammars. It defines a hierarchical temporal rule language to express complex patterns present in multivariate time series. The Temporal Data Mining Method is the accompanying framework to discover temporal knowledge based on this rule language. A semiotic hierarchy of temporal patterns, which are not a priori given, is build in a bottom up manner from static logical descriptions of multivariate time instants. We demonstrate the methods using music data, extracting typical parts of songs.
Fabian Mörchen, Alfred Ultsch
Added 02 Jul 2010
Updated 02 Jul 2010
Type Conference
Year 2004
Where KI
Authors Fabian Mörchen, Alfred Ultsch
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