Diversity-driven widening

Kurzanzeige
dc.contributor.authorIvanova-Rohling, Violeta
dc.contributor.authorBerthold, Michael R.
dc.date.accessioned2014-02-20T10:00:30Zdeu
dc.date.available2014-02-20T10:00:30Zdeu
dc.date.issued2013
dc.description.abstractThis paper follows our earlier publication, where we introduced the idea of tuned data mining which draws on parallel resources to improve model accuracy rather than the usual focus on speed-up. In this paper we present a more in-depth analysis of the concept of Widened Data Mining, which aims at reducing the impact of greedy heuristics by exploring more than just one suitable solution at each step. In particular we focus on how diversity considerations can substantially improve results. We again use the greedy algorithm for the set cover problem to demonstrate these effects in practice.eng
dc.description.versionpublished
dc.identifier.citationAdvances in intelligent data analysis XII: 12th international symposium ; proceedings / IDA 2013, London, UK, October 17 - 19, 2013 / Allan Tucker, Frank Höppner, Arno Siebes, Stephen Swift (eds.). - Heidelberg [u.a.] : Springer, 2013. - S. 223-236. - (Lecture notes in computer science ; 8207). - ISBN 978-3-642-41397-1deu
dc.identifier.doi10.1007/978-3-642-41398-8_20deu
dc.identifier.ppn488931967
dc.identifier.urihttp://kops.uni-konstanz.de/handle/123456789/26488
dc.language.isoengdeu
dc.legacy.dateIssued2014-02-20deu
dc.rightsterms-of-usedeu
dc.rights.urihttps://rightsstatements.org/page/InC/1.0/deu
dc.subject.ddc004deu
dc.titleDiversity-driven wideningeng
dc.typeINPROCEEDINGSdeu
dspace.entity.typePublication
kops.citation.bibtex
@inproceedings{IvanovaRohling2013Diver-26488,
  year={2013},
  doi={10.1007/978-3-642-41398-8_20},
  title={Diversity-driven widening},
  number={8207},
  isbn={978-3-642-41397-1},
  publisher={Springer},
  address={Berlin},
  series={Lecture Notes in Computer Science},
  booktitle={Advances in Intelligent Data Analysis XII : 12th International Symposium, IDA 2013, London, UK, October 17-19, 2013, proceedings},
  pages={223--236},
  editor={Tucker, Allan and Höppner, Frank and Siebes, Arno and Swift, Stephen},
  author={Ivanova-Rohling, Violeta and Berthold, Michael R.}
}
kops.citation.iso690IVANOVA-ROHLING, Violeta, Michael R. BERTHOLD, 2013. Diversity-driven widening. 12th International Symposium, IDA 2013. London, 17. Okt. 2013 - 19. Okt. 2013. In: TUCKER, Allan, ed., Frank HÖPPNER, ed., Arno SIEBES, ed., Stephen SWIFT, ed.. Advances in Intelligent Data Analysis XII : 12th International Symposium, IDA 2013, London, UK, October 17-19, 2013, proceedings. Berlin: Springer, 2013, pp. 223-236. Lecture Notes in Computer Science. 8207. ISBN 978-3-642-41397-1. Available under: doi: 10.1007/978-3-642-41398-8_20deu
kops.citation.iso690IVANOVA-ROHLING, Violeta, Michael R. BERTHOLD, 2013. Diversity-driven widening. 12th International Symposium, IDA 2013. London, Oct 17, 2013 - Oct 19, 2013. In: TUCKER, Allan, ed., Frank HÖPPNER, ed., Arno SIEBES, ed., Stephen SWIFT, ed.. Advances in Intelligent Data Analysis XII : 12th International Symposium, IDA 2013, London, UK, October 17-19, 2013, proceedings. Berlin: Springer, 2013, pp. 223-236. Lecture Notes in Computer Science. 8207. ISBN 978-3-642-41397-1. Available under: doi: 10.1007/978-3-642-41398-8_20eng
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kops.conferencefield12th International Symposium, IDA 2013, 17. Okt. 2013 - 19. Okt. 2013, Londondeu
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kops.sourcefieldTUCKER, Allan, ed., Frank HÖPPNER, ed., Arno SIEBES, ed., Stephen SWIFT, ed.. <i>Advances in Intelligent Data Analysis XII : 12th International Symposium, IDA 2013, London, UK, October 17-19, 2013, proceedings</i>. Berlin: Springer, 2013, pp. 223-236. Lecture Notes in Computer Science. 8207. ISBN 978-3-642-41397-1. Available under: doi: 10.1007/978-3-642-41398-8_20deu
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kops.sourcefield.plainTUCKER, Allan, ed., Frank HÖPPNER, ed., Arno SIEBES, ed., Stephen SWIFT, ed.. Advances in Intelligent Data Analysis XII : 12th International Symposium, IDA 2013, London, UK, October 17-19, 2013, proceedings. Berlin: Springer, 2013, pp. 223-236. Lecture Notes in Computer Science. 8207. ISBN 978-3-642-41397-1. Available under: doi: 10.1007/978-3-642-41398-8_20eng
kops.submitter.emailchristoph.petzmann@uni-konstanz.dedeu
kops.title.conference12th International Symposium, IDA 2013
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source.contributor.editorTucker, Allan
source.contributor.editorHöppner, Frank
source.contributor.editorSiebes, Arno
source.contributor.editorSwift, Stephen
source.identifier.isbn978-3-642-41397-1
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source.publisher.locationBerlin
source.relation.ispartofseriesLecture Notes in Computer Science
source.titleAdvances in Intelligent Data Analysis XII : 12th International Symposium, IDA 2013, London, UK, October 17-19, 2013, proceedings

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