Fuzzy Clustering in Parallel Universes

Zitieren

Dateien zu dieser Ressource

Prüfsumme: MD5:faba4bdb1b0b4750768d38ff7f5f852e

WISWEDEL, Bernd, Michael R. BERTHOLD, 2005. Fuzzy Clustering in Parallel Universes. NAFIPS 2005 - 2005 Annual Meeting of the North American Fuzzy Information Processing Society. Detroit, MI, USA. In: NAFIPS 2005 - 2005 Annual Meeting of the North American Fuzzy Information Processing Society. NAFIPS 2005 - 2005 Annual Meeting of the North American Fuzzy Information Processing Society. Detroit, MI, USA. IEEE, pp. 567-572. ISBN 0-7803-9187-X. Available under: doi: 10.1109/NAFIPS.2005.1548598

@inproceedings{Wiswedel2005Fuzzy-24401, title={Fuzzy Clustering in Parallel Universes}, year={2005}, doi={10.1109/NAFIPS.2005.1548598}, isbn={0-7803-9187-X}, publisher={IEEE}, booktitle={NAFIPS 2005 - 2005 Annual Meeting of the North American Fuzzy Information Processing Society}, pages={567--572}, author={Wiswedel, Bernd and Berthold, Michael R.} }

<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/rdf/resource/123456789/24401"> <dspace:hasBitstream rdf:resource="https://kops.uni-konstanz.de/bitstream/123456789/24401/1/Wiswedel_244012.pdf"/> <dcterms:bibliographicCitation>NAFIPS 2005 : 2005 Annual Meeting of the North American Fuzzy Information Processing Society ; Detroit, MI, 26 - 28 June 2005 / IEEE. - Piscataway, N.J. : IEEE Service Center, 2005. - S. 567-572. - ISBN 0-7803-9187-X</dcterms:bibliographicCitation> <dcterms:rights rdf:resource="http://nbn-resolving.org/urn:nbn:de:bsz:352-20140905103605204-4002607-1"/> <dcterms:isPartOf rdf:resource="https://kops.uni-konstanz.de/rdf/resource/123456789/36"/> <dc:creator>Wiswedel, Bernd</dc:creator> <dcterms:available rdf:datatype="http://www.w3.org/2001/XMLSchema#dateTime">2013-09-12T13:35:00Z</dcterms:available> <dc:creator>Berthold, Michael R.</dc:creator> <dcterms:abstract xml:lang="eng">We propose a modified fuzzy c-means algorithm that operates on different feature spaces, so-called parallel universes, simultaneously. The method assigns membership values of patterns to different universes, which are then adopted throughout the training. This leads to better clustering results since patterns not contributing to clustering in a universe are (completely or partially) ignored. The outcome of the algorithm are clusters distributed over different parallel universes, each modeling a particular, potentially overlapping, subset of the data. One potential target application of the proposed method is biological data analysis where different descriptors for molecules are available but none of them by itself shows global satisfactory prediction results. In this paper we show how the fuzzy c-means algorithm can be extended to operate in parallel universes and illustrate the usefulness of this method using results on artificial data sets.</dcterms:abstract> <dc:rights>deposit-license</dc:rights> <foaf:homepage rdf:resource="http://localhost:8080/jspui"/> <dc:language>eng</dc:language> <dspace:isPartOfCollection rdf:resource="https://kops.uni-konstanz.de/rdf/resource/123456789/36"/> <dcterms:title>Fuzzy Clustering in Parallel Universes</dcterms:title> <dcterms:hasPart rdf:resource="https://kops.uni-konstanz.de/bitstream/123456789/24401/1/Wiswedel_244012.pdf"/> <void:sparqlEndpoint rdf:resource="http://localhost/fuseki/dspace/sparql"/> <bibo:uri rdf:resource="http://kops.uni-konstanz.de/handle/123456789/24401"/> <dcterms:issued>2005</dcterms:issued> <dc:date rdf:datatype="http://www.w3.org/2001/XMLSchema#dateTime">2013-09-12T13:35:00Z</dc:date> <dc:contributor>Wiswedel, Bernd</dc:contributor> <dc:contributor>Berthold, Michael R.</dc:contributor> </rdf:Description> </rdf:RDF>

Dateiabrufe seit 01.10.2014 (Informationen über die Zugriffsstatistik)

Wiswedel_244012.pdf 66

Das Dokument erscheint in:

KOPS Suche


Stöbern

Mein Benutzerkonto