Diversity-driven Widening of Hierarchical Agglomerative Clustering
| dc.contributor.author | Fillbrunn, Alexander | |
| dc.contributor.author | Berthold, Michael R. | |
| dc.date.accessioned | 2015-11-23T13:41:20Z | |
| dc.date.available | 2015-11-23T13:41:20Z | |
| dc.date.issued | 2015 | eng |
| dc.description.abstract | 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. | eng |
| dc.description.version | published | eng |
| dc.identifier.doi | 10.1007/978-3-319-24465-5_8 | eng |
| dc.identifier.ppn | 452365759 | |
| dc.identifier.uri | https://kops.uni-konstanz.de/handle/123456789/32217 | |
| dc.language.iso | eng | eng |
| dc.rights | terms-of-use | |
| dc.rights.uri | https://rightsstatements.org/page/InC/1.0/ | |
| dc.subject | widening, data mining, clustering, hierarchical clustering, diversity | eng |
| dc.subject.ddc | 004 | eng |
| dc.title | Diversity-driven Widening of Hierarchical Agglomerative Clustering | eng |
| dc.type | INPROCEEDINGS | eng |
| dspace.entity.type | Publication | |
| kops.citation.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.}
} | |
| kops.citation.iso690 | 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. Lecture Notes in Computer Science. 9385. ISSN 0302-9743. eISSN 1611-3349. ISBN 978-3-319-24464-8. Available under: doi: 10.1007/978-3-319-24465-5_8 | deu |
| kops.citation.iso690 | FILLBRUNN, Alexander, Michael R. BERTHOLD, 2015. Diversity-driven Widening of Hierarchical Agglomerative Clustering. Intelligent Data Analysis 2015 : 14th International Symposium. Saint Etienne, Oct 22, 2015 - Oct 24, 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. Lecture Notes in Computer Science. 9385. ISSN 0302-9743. eISSN 1611-3349. ISBN 978-3-319-24464-8. Available under: doi: 10.1007/978-3-319-24465-5_8 | eng |
| kops.citation.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> | |
| kops.conferencefield | Intelligent Data Analysis 2015 : 14th International Symposium, 22. Okt. 2015 - 24. Okt. 2015, Saint Etienne | deu |
| kops.date.conferenceEnd | 2015-10-24 | eng |
| kops.date.conferenceStart | 2015-10-22 | eng |
| kops.description.openAccess | openaccessgreen | |
| kops.flag.knbibliography | true | |
| kops.identifier.nbn | urn:nbn:de:bsz:352-0-305741 | |
| kops.location.conference | Saint Etienne | eng |
| kops.relation.uniknProjectTitle | de.NBI - Etablierungsphase - Leistungszentrum - CIBI - The Center for Integrative Bioformatics | |
| kops.sourcefield | FROMONT, Elisa, ed., Tijl DE BIE, ed., Matthijs van LEEUWEN, ed.. <i>Advances in Intelligent Data Analysis XIV : 14th International Symposium, IDA 2015 Saint Etienne, France, October 22–24, 2015 Proceedings</i>. Cham: Springer, 2015, pp. 84-94. Lecture Notes in Computer Science. 9385. ISSN 0302-9743. eISSN 1611-3349. ISBN 978-3-319-24464-8. Available under: doi: 10.1007/978-3-319-24465-5_8 | deu |
| kops.sourcefield.plain | 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. Lecture Notes in Computer Science. 9385. ISSN 0302-9743. eISSN 1611-3349. ISBN 978-3-319-24464-8. Available under: doi: 10.1007/978-3-319-24465-5_8 | deu |
| kops.sourcefield.plain | 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. Lecture Notes in Computer Science. 9385. ISSN 0302-9743. eISSN 1611-3349. ISBN 978-3-319-24464-8. Available under: doi: 10.1007/978-3-319-24465-5_8 | eng |
| kops.title.conference | Intelligent Data Analysis 2015 : 14th International Symposium | eng |
| relation.isAuthorOfPublication | de775ed5-532f-4c49-b54d-c578bf34c7af | |
| relation.isAuthorOfPublication | 56ea9ab6-14a4-493e-8ef1-3c064e0c50a1 | |
| relation.isAuthorOfPublication.latestForDiscovery | de775ed5-532f-4c49-b54d-c578bf34c7af | |
| source.bibliographicInfo.fromPage | 84 | eng |
| source.bibliographicInfo.seriesNumber | 9385 | eng |
| source.bibliographicInfo.toPage | 94 | eng |
| source.contributor.editor | Fromont, Elisa | eng |
| source.contributor.editor | De Bie, Tijl | eng |
| source.contributor.editor | Leeuwen, Matthijs van | eng |
| source.identifier.eissn | 1611-3349 | eng |
| source.identifier.isbn | 978-3-319-24464-8 | eng |
| source.identifier.issn | 0302-9743 | eng |
| source.publisher | Springer | eng |
| source.publisher.location | Cham | eng |
| source.relation.ispartofseries | Lecture Notes in Computer Science | eng |
| source.title | Advances in Intelligent Data Analysis XIV : 14th International Symposium, IDA 2015 Saint Etienne, France, October 22–24, 2015 Proceedings | eng |
| temp.internal.duplicates | <p>Keine Dubletten gefunden. Letzte Überprüfung: 06.11.2015 10:24:09</p> | deu |
Dateien
Originalbündel
1 - 1 von 1
Vorschaubild nicht verfügbar
- Name:
- Fillbrunn_0-305741.pdf
- Größe:
- 189.39 KB
- Format:
- Adobe Portable Document Format
- Beschreibung:
Lizenzbündel
1 - 1 von 1
Vorschaubild nicht verfügbar
- Name:
- license.txt
- Größe:
- 3.88 KB
- Format:
- Item-specific license agreed upon to submission
- Beschreibung:

