Using Semantic Data Mining for Classification Improvement and Knowledge Extraction
| dc.contributor.author | Benites, Fernando | |
| dc.contributor.author | Sapozhnikova, Elena | |
| dc.date.accessioned | 2014-11-27T11:28:58Z | |
| dc.date.available | 2014-11-27T11:28:58Z | |
| dc.date.issued | 2014 | eng |
| dc.description.abstract | The objective of this position paper is to show that the inte- gration of semantic data mining into the DAMIART data mining system can help further improve classification performance and knowledge ex- traction. DAMIART performs multi-label classification in the presence of multiple class ontologies, hierarchy extraction from multi-labels and concept relation by association rule mining. Whereas DAMIART com- bines knowledge from multiple data sources and multiple class ontologies, the proposed extension should also explore available ontologies over at- tributes. This will allow the system to produce not only more accurate classification results but also improve their interpretability and overcome such problems as data sparseness. | eng |
| dc.description.version | published | |
| dc.identifier.nbn | urn:nbn:de:0074-1226-4 | eng |
| dc.identifier.uri | http://kops.uni-konstanz.de/handle/123456789/29338 | |
| dc.language.iso | eng | eng |
| dc.subject | Semantic Data Mining; Classification; Knowledge Extraction | eng |
| dc.subject.ddc | 004 | eng |
| dc.title | Using Semantic Data Mining for Classification Improvement and Knowledge Extraction | eng |
| dc.type | INPROCEEDINGS | eng |
| dspace.entity.type | Publication | |
| kops.citation.bibtex | @inproceedings{Benites2014Using-29338,
year={2014},
title={Using Semantic Data Mining for Classification Improvement and Knowledge Extraction},
number={1226},
publisher={CEUR-WS.org},
series={CEUR Workshop Proceedings},
booktitle={Proceedings of the 16th LWA Workshops: KDML, IR and FGWM, Aachen, Germany, September 8-10, 2014},
pages={150--155},
editor={Seidl, Thomas and Hassani, Marwan and Beecks, Christian},
author={Benites, Fernando and Sapozhnikova, Elena}
} | |
| kops.citation.iso690 | BENITES, Fernando, Elena SAPOZHNIKOVA, 2014. Using Semantic Data Mining for Classification Improvement and Knowledge Extraction. KDML. Aachen, Germany, 8. Sept. 2014 - 12. Sept. 2014. In: SEIDL, Thomas, ed., Marwan HASSANI, ed., Christian BEECKS, ed.. Proceedings of the 16th LWA Workshops: KDML, IR and FGWM, Aachen, Germany, September 8-10, 2014. CEUR-WS.org, 2014, pp. 150-155. CEUR Workshop Proceedings. 1226 | deu |
| kops.citation.iso690 | BENITES, Fernando, Elena SAPOZHNIKOVA, 2014. Using Semantic Data Mining for Classification Improvement and Knowledge Extraction. KDML. Aachen, Germany, Sep 8, 2014 - Sep 12, 2014. In: SEIDL, Thomas, ed., Marwan HASSANI, ed., Christian BEECKS, ed.. Proceedings of the 16th LWA Workshops: KDML, IR and FGWM, Aachen, Germany, September 8-10, 2014. CEUR-WS.org, 2014, pp. 150-155. CEUR Workshop Proceedings. 1226 | eng |
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| kops.conferencefield | KDML, 8. Sept. 2014 - 12. Sept. 2014, Aachen, Germany | deu |
| kops.date.conferenceEnd | 2014-09-12 | eng |
| kops.date.conferenceStart | 2014-09-08 | eng |
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| kops.location.conference | Aachen, Germany | eng |
| kops.relation.uniknProjectTitle | DAMIART | |
| kops.sourcefield | SEIDL, Thomas, ed., Marwan HASSANI, ed., Christian BEECKS, ed.. <i>Proceedings of the 16th LWA Workshops: KDML, IR and FGWM, Aachen, Germany, September 8-10, 2014</i>. CEUR-WS.org, 2014, pp. 150-155. CEUR Workshop Proceedings. 1226 | deu |
| kops.sourcefield.plain | SEIDL, Thomas, ed., Marwan HASSANI, ed., Christian BEECKS, ed.. Proceedings of the 16th LWA Workshops: KDML, IR and FGWM, Aachen, Germany, September 8-10, 2014. CEUR-WS.org, 2014, pp. 150-155. CEUR Workshop Proceedings. 1226 | deu |
| kops.sourcefield.plain | SEIDL, Thomas, ed., Marwan HASSANI, ed., Christian BEECKS, ed.. Proceedings of the 16th LWA Workshops: KDML, IR and FGWM, Aachen, Germany, September 8-10, 2014. CEUR-WS.org, 2014, pp. 150-155. CEUR Workshop Proceedings. 1226 | eng |
| kops.title.conference | KDML | eng |
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| source.contributor.editor | Seidl, Thomas | eng |
| source.contributor.editor | Hassani, Marwan | |
| source.contributor.editor | Beecks, Christian | |
| source.publisher | CEUR-WS.org | eng |
| source.relation.ispartofseries | CEUR Workshop Proceedings | eng |
| source.title | Proceedings of the 16th LWA Workshops: KDML, IR and FGWM, Aachen, Germany, September 8-10, 2014 | eng |
| temp.internal.duplicates | <p>Keine Dubletten gefunden. Letzte Überprüfung: 12.11.2014 12:40:04</p> | deu |