Finding Temporal Patterns using Constraints on (Partial) Absence Presence and Duration

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2010
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Höppner, Frank
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Knowledge-Based and Intelligent Information and Engineering Systems / Setchi, Rossitza; Jordanov, Ivan; Howlett, Robert J.; Jain, Lakhmi C. (ed.). - Berlin, Heidelberg : Springer Berlin Heidelberg, 2010. - (Lecture Notes in Computer Science ; 6276). - pp. 442-451. - ISBN 978-3-642-15386-0
Abstract
When the evolution of variables over time is relevant to a classification task, established classifiers cannot be applied directly as the typical input format (data table) is not appropriate. We propose a new representation of temporal patterns that includes constraints on (partial) presence, (partial) absence as well as the duration of temporal predicates. A general-to-specific search-based algorithm is presented to derive classification rules. The approach evaluates promising on artificial and real data.
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004 Computer Science
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Klassifikation,Temporal Mining,Intervallsequenzen
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Cite This
ISO 690PETER, Sebastian, Frank HÖPPNER, 2010. Finding Temporal Patterns using Constraints on (Partial) Absence Presence and Duration. In: SETCHI, Rossitza, ed., Ivan JORDANOV, ed., Robert J. HOWLETT, ed., Lakhmi C. JAIN, ed.. Knowledge-Based and Intelligent Information and Engineering Systems. Berlin, Heidelberg:Springer Berlin Heidelberg, pp. 442-451. ISBN 978-3-642-15386-0. Available under: doi: 10.1007/978-3-642-15387-7_48
BibTex
@inproceedings{Peter2010Findi-6237,
  year={2010},
  doi={10.1007/978-3-642-15387-7_48},
  title={Finding Temporal Patterns using Constraints on (Partial) Absence Presence and Duration},
  number={6276},
  isbn={978-3-642-15386-0},
  publisher={Springer Berlin Heidelberg},
  address={Berlin, Heidelberg},
  series={Lecture Notes in Computer Science},
  booktitle={Knowledge-Based and Intelligent Information and Engineering Systems},
  pages={442--451},
  editor={Setchi, Rossitza and Jordanov, Ivan and Howlett, Robert J. and Jain, Lakhmi C.},
  author={Peter, Sebastian and Höppner, Frank}
}
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