Multi-label classification and extracting predicted class hierarchies
| dc.contributor.author | Brucker, Florian | deu |
| dc.contributor.author | Benites, Fernando | |
| dc.contributor.author | Sapozhnikova, Elena | |
| dc.date.accessioned | 2011-03-23T10:15:41Z | deu |
| dc.date.available | 2011-03-23T10:15:41Z | deu |
| dc.date.issued | 2011 | |
| dc.description.abstract | This paper investigates hierarchy extraction from results of multi-label classification (MC). MC deals with instances labeled by multiple classes rather than just one, and the classes are often hierarchically organized. Usually multi-label classifiers rely on a predefined class hierarchy. A much less investigated approach is to suppose that the hierarchy is unknown and to infer it automatically. In this setting, the proposed system classifies multi-label data and extracts a class hierarchy from multi-label predictions. It is based on a combination of a novel multi-label extension of the fuzzy Adaptive Resonance Associative Map (ARAM) neural network with an association rule learner. | eng |
| dc.description.version | published | |
| dc.identifier.citation | Publ. in: Pattern Recognition 44 (2011), 3, pp. 724-738 | deu |
| dc.identifier.doi | 10.1016/j.patcog.2010.09.010 | deu |
| dc.identifier.uri | http://kops.uni-konstanz.de/handle/123456789/2997 | |
| dc.language.iso | eng | deu |
| dc.legacy.dateIssued | 2010 | deu |
| dc.rights | terms-of-use | deu |
| dc.rights.uri | https://rightsstatements.org/page/InC/1.0/ | deu |
| dc.subject | Multi-label | deu |
| dc.subject | Adaptive Resonance Theory | deu |
| dc.subject | Document Classification | deu |
| dc.subject | Hierarchy Extraction | deu |
| dc.subject.ddc | 004 | deu |
| dc.title | Multi-label classification and extracting predicted class hierarchies | eng |
| dc.type | JOURNAL_ARTICLE | deu |
| dspace.entity.type | Publication | |
| kops.citation.bibtex | @article{Brucker2011Multi-2997,
year={2011},
doi={10.1016/j.patcog.2010.09.010},
title={Multi-label classification and extracting predicted class hierarchies},
number={3},
volume={44},
issn={0031-3203},
journal={Pattern Recognition},
pages={724--738},
author={Brucker, Florian and Benites, Fernando and Sapozhnikova, Elena}
} | |
| kops.citation.iso690 | BRUCKER, Florian, Fernando BENITES, Elena SAPOZHNIKOVA, 2011. Multi-label classification and extracting predicted class hierarchies. In: Pattern Recognition. 2011, 44(3), pp. 724-738. ISSN 0031-3203. Available under: doi: 10.1016/j.patcog.2010.09.010 | deu |
| kops.citation.iso690 | BRUCKER, Florian, Fernando BENITES, Elena SAPOZHNIKOVA, 2011. Multi-label classification and extracting predicted class hierarchies. In: Pattern Recognition. 2011, 44(3), pp. 724-738. ISSN 0031-3203. Available under: doi: 10.1016/j.patcog.2010.09.010 | 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/123456789/2997">
<dc:contributor>Benites, Fernando</dc:contributor>
<foaf:homepage rdf:resource="http://localhost:8080/"/>
<dc:rights>terms-of-use</dc:rights>
<dc:date rdf:datatype="http://www.w3.org/2001/XMLSchema#dateTime">2011-03-23T10:15:41Z</dc:date>
<dcterms:abstract xml:lang="eng">This paper investigates hierarchy extraction from results of multi-label classification (MC). MC deals with instances labeled by multiple classes rather than just one, and the classes are often hierarchically organized. Usually multi-label classifiers rely on a predefined class hierarchy. A much less investigated approach is to suppose that the hierarchy is unknown and to infer it automatically. In this setting, the proposed system classifies multi-label data and extracts a class hierarchy from multi-label predictions. It is based on a combination of a novel multi-label extension of the fuzzy Adaptive Resonance Associative Map (ARAM) neural network with an association rule learner.</dcterms:abstract>
<dc:contributor>Sapozhnikova, Elena</dc:contributor>
<dcterms:rights rdf:resource="https://rightsstatements.org/page/InC/1.0/"/>
<dcterms:bibliographicCitation>Publ. in: Pattern Recognition 44 (2011), 3, pp. 724-738</dcterms:bibliographicCitation>
<dspace:isPartOfCollection rdf:resource="https://kops.uni-konstanz.de/server/rdf/resource/123456789/36"/>
<dc:language>eng</dc:language>
<bibo:uri rdf:resource="http://kops.uni-konstanz.de/handle/123456789/2997"/>
<dcterms:title>Multi-label classification and extracting predicted class hierarchies</dcterms:title>
<void:sparqlEndpoint rdf:resource="http://localhost/fuseki/dspace/sparql"/>
<dcterms:available rdf:datatype="http://www.w3.org/2001/XMLSchema#dateTime">2011-03-23T10:15:41Z</dcterms:available>
<dcterms:isPartOf rdf:resource="https://kops.uni-konstanz.de/server/rdf/resource/123456789/36"/>
<dc:creator>Benites, Fernando</dc:creator>
<dc:creator>Sapozhnikova, Elena</dc:creator>
<dc:contributor>Brucker, Florian</dc:contributor>
<dc:creator>Brucker, Florian</dc:creator>
<dcterms:issued>2011</dcterms:issued>
</rdf:Description>
</rdf:RDF> | |
| kops.flag.knbibliography | true | |
| kops.identifier.nbn | urn:nbn:de:bsz:352-opus-126121 | deu |
| kops.opus.id | 12612 | deu |
| kops.sourcefield | Pattern Recognition. 2011, <b>44</b>(3), pp. 724-738. ISSN 0031-3203. Available under: doi: 10.1016/j.patcog.2010.09.010 | deu |
| kops.sourcefield.plain | Pattern Recognition. 2011, 44(3), pp. 724-738. ISSN 0031-3203. Available under: doi: 10.1016/j.patcog.2010.09.010 | deu |
| kops.sourcefield.plain | Pattern Recognition. 2011, 44(3), pp. 724-738. ISSN 0031-3203. Available under: doi: 10.1016/j.patcog.2010.09.010 | eng |
| relation.isAuthorOfPublication | 0815cb64-9add-4f02-ab2a-fc0ef24ad25f | |
| relation.isAuthorOfPublication | 668353e2-e971-4132-9d1a-5d13c1d4a1f3 | |
| relation.isAuthorOfPublication.latestForDiscovery | 0815cb64-9add-4f02-ab2a-fc0ef24ad25f | |
| source.bibliographicInfo.fromPage | 724 | |
| source.bibliographicInfo.issue | 3 | |
| source.bibliographicInfo.toPage | 738 | |
| source.bibliographicInfo.volume | 44 | |
| source.identifier.issn | 0031-3203 | |
| source.periodicalTitle | Pattern Recognition |