Diversity-driven Widening of Hierarchical Agglomerative Clustering

Fillbrunn, Alexander; Berthold, Michael R.

Diversity-driven Widening of Hierarchical Agglomerative Clustering

Dateien

Fillbrunn_0-305741.pdfGröße: 189.39 KBDownloads: 335

Datum

2015

Projekt

de.NBI - Etablierungsphase - Leistungszentrum - CIBI - The Center for Integrative Bioformatics

Sammlungen

Informatik und Informationswissenschaft

Publikationstyp

Beitrag zu einem Konferenzband

Publikationsstatus

Published

Erschienen in

FROMONT, Elisa, ed., Tijl DE BIE, ed., Matthijs van LEEUWEN, ed.. Advances in Intelligent Data Analysis XIV : 14th International Symposium, IDA 2015 Saint Etienne, France, October 22–24, 2015 Proceedings. Cham: Springer, 2015, pp. 84-94. ISSN 0302-9743. eISSN 1611-3349. ISBN 978-3-319-24464-8. Available under: doi: 10.1007/978-3-319-24465-5_8

Zusammenfassung

In this paper we show that diversity-driven widening, the parallel exploration of the model space with focus on developing diverse models, can improve hierarchical agglomerative clustering. Depending on the selected linkage method, the model that is found through the widened search achieves a better silhouette coefficient than its sequentially built counterpart.

Fachgebiet (DDC)

004 Informatik

Schlagwörter

widening, data mining, clustering, hierarchical clustering, diversity

Konferenz

Intelligent Data Analysis 2015 : 14th International Symposium, 22. Okt. 2015 - 24. Okt. 2015, Saint Etienne

Zitieren

ISO 690

FILLBRUNN, Alexander, Michael R. BERTHOLD, 2015. Diversity-driven Widening of Hierarchical Agglomerative Clustering. Intelligent Data Analysis 2015 : 14th International Symposium. Saint Etienne, 22. Okt. 2015 - 24. Okt. 2015. In: FROMONT, Elisa, ed., Tijl DE BIE, ed., Matthijs van LEEUWEN, ed.. Advances in Intelligent Data Analysis XIV : 14th International Symposium, IDA 2015 Saint Etienne, France, October 22–24, 2015 Proceedings. Cham: Springer, 2015, pp. 84-94. ISSN 0302-9743. eISSN 1611-3349. ISBN 978-3-319-24464-8. Available under: doi: 10.1007/978-3-319-24465-5_8

BibTex

@inproceedings{Fillbrunn2015Diver-32217,
  year={2015},
  doi={10.1007/978-3-319-24465-5_8},
  title={Diversity-driven Widening of Hierarchical Agglomerative Clustering},
  number={9385},
  isbn={978-3-319-24464-8},
  issn={0302-9743},
  publisher={Springer},
  address={Cham},
  series={Lecture Notes in Computer Science},
  booktitle={Advances in Intelligent Data Analysis XIV : 14th International Symposium, IDA 2015 Saint Etienne, France, October 22–24, 2015 Proceedings},
  pages={84--94},
  editor={Fromont, Elisa and De Bie, Tijl and Leeuwen, Matthijs van},
  author={Fillbrunn, Alexander and Berthold, Michael R.}
}

RDF

<rdf:RDF
    xmlns:dcterms="http://purl.org/dc/terms/"
    xmlns:dc="http://purl.org/dc/elements/1.1/"
    xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#"
    xmlns:bibo="http://purl.org/ontology/bibo/"
    xmlns:dspace="http://digital-repositories.org/ontologies/dspace/0.1.0#"
    xmlns:foaf="http://xmlns.com/foaf/0.1/"
    xmlns:void="http://rdfs.org/ns/void#"
    xmlns:xsd="http://www.w3.org/2001/XMLSchema#" > 
  <rdf:Description rdf:about="https://kops.uni-konstanz.de/server/rdf/resource/123456789/32217">
    <dc:creator>Fillbrunn, Alexander</dc:creator>
    <dcterms:rights rdf:resource="https://rightsstatements.org/page/InC/1.0/"/>
    <dcterms:isPartOf rdf:resource="https://kops.uni-konstanz.de/server/rdf/resource/123456789/36"/>
    <bibo:uri rdf:resource="https://kops.uni-konstanz.de/handle/123456789/32217"/>
    <void:sparqlEndpoint rdf:resource="http://localhost/fuseki/dspace/sparql"/>
    <dc:language>eng</dc:language>
    <dspace:isPartOfCollection rdf:resource="https://kops.uni-konstanz.de/server/rdf/resource/123456789/36"/>
    <dcterms:hasPart rdf:resource="https://kops.uni-konstanz.de/bitstream/123456789/32217/3/Fillbrunn_0-305741.pdf"/>
    <dc:rights>terms-of-use</dc:rights>
    <foaf:homepage rdf:resource="http://localhost:8080/"/>
    <dc:creator>Berthold, Michael R.</dc:creator>
    <dc:date rdf:datatype="http://www.w3.org/2001/XMLSchema#dateTime">2015-11-23T13:41:20Z</dc:date>
    <dcterms:available rdf:datatype="http://www.w3.org/2001/XMLSchema#dateTime">2015-11-23T13:41:20Z</dcterms:available>
    <dcterms:issued>2015</dcterms:issued>
    <dc:contributor>Berthold, Michael R.</dc:contributor>
    <dspace:hasBitstream rdf:resource="https://kops.uni-konstanz.de/bitstream/123456789/32217/3/Fillbrunn_0-305741.pdf"/>
    <dcterms:abstract xml:lang="eng">In this paper we show that diversity-driven widening, the parallel exploration of the model space with focus on developing diverse models, can improve hierarchical agglomerative clustering. Depending on the selected linkage method, the model that is found through the widened search achieves a better silhouette coefficient than its sequentially built counterpart.</dcterms:abstract>
    <dc:contributor>Fillbrunn, Alexander</dc:contributor>
    <dcterms:title>Diversity-driven Widening of Hierarchical Agglomerative Clustering</dcterms:title>
  </rdf:Description>
</rdf:RDF>

Universitätsbibliographie

Ja