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

Peter, Sebastian; Höppner, Frank

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

Files

12769_5.pdf(635.75 KB)

Date

2010

Authors

Peter, Sebastian

Höppner, Frank

Publication type

Contribution to a conference collection

Published in

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.

Subject (DDC)

004 Computer Science

Keywords

Klassifikation,Temporal Mining,Intervallsequenzen

Cite This

ISO 690

PETER, 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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Yes