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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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, 2010, pp. 442-451. Lecture Notes in Computer Science. 6276. ISBN 978-3-642-15386-0. Available under: doi: 10.1007/978-3-642-15387-7_48
Zusammenfassung

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.

Zusammenfassung in einer weiteren Sprache
Fachgebiet (DDC)
004 Informatik
Schlagwörter
Klassifikation, Temporal Mining, Intervallsequenzen
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ISO 690PETER, Sebastian, Frank HĂ–PPNER, 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, 2010, pp. 442-451. Lecture Notes in Computer Science. 6276. 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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