Factor Models for Recommending Given Names
| dc.contributor.author | Bayer, Immanuel | |
| dc.contributor.author | Rendle, Steffen | |
| dc.date.accessioned | 2014-02-26T09:32:00Z | deu |
| dc.date.available | 2014-02-26T09:32:00Z | deu |
| dc.date.issued | 2013 | deu |
| dc.description.abstract | We describe in this paper our contribution to the ECML PKDD Discovery Challenge 2013 (O ine Track). This years task was to predict the next given names a user of a name search engine interacts with. We model the user preferences with a sequential factor model that we optimize with respect to the Bayesian Personalized Ranking (BPR) Optimization Criterion. Therefore we complement the sequential factor model with pre x smoothing in order to explicitly model syntactical similarity. | eng |
| dc.description.version | published | |
| dc.identifier.citation | 20DC13 ECML PKDD Discovery Challenge - Recommending Given Names : International Workshop at the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases ; Prague, Czech Republic, September 27th, 2013 / Stefan Doerfel ... (eds.). - Aachen : RWTH, 2013. - S. 81-89. - (CEUR Workshop Proceedings ; 1120). - ISSN 1613-0073 | deu |
| dc.identifier.uri | http://kops.uni-konstanz.de/handle/123456789/26476 | |
| dc.language.iso | eng | deu |
| dc.legacy.dateIssued | 2014-02-26 | deu |
| dc.rights | terms-of-use | deu |
| dc.rights.uri | https://rightsstatements.org/page/InC/1.0/ | deu |
| dc.subject.ddc | 004 | deu |
| dc.title | Factor Models for Recommending Given Names | eng |
| dc.type | INPROCEEDINGS | deu |
| dspace.entity.type | Publication | |
| kops.citation.bibtex | @inproceedings{Bayer2013Facto-26476,
year={2013},
title={Factor Models for Recommending Given Names},
url={http://dx.doi.org/urn:nbn:de:0074-1120-9},
number={1120},
issn={1613-0073},
publisher={RWTH},
address={Aachen},
series={CEUR Workshop Proceedings},
booktitle={20 DC1 3 ECML PKDD Discovery Challenge - Recommending Given Names : International Workshop at the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases ; Prague, Czech Republic, September 27 th, 2013},
pages={81--89},
editor={Doerfel, Stefan},
author={Bayer, Immanuel and Rendle, Steffen}
} | |
| kops.citation.iso690 | BAYER, Immanuel, Steffen RENDLE, 2013. Factor Models for Recommending Given Names. 20DC13 ECML PKDD Discovery Challenge. Prague, Czech Republic, 27. Sept. 2013. In: DOERFEL, Stefan, ed. and others. 20 DC1 3 ECML PKDD Discovery Challenge - Recommending Given Names : International Workshop at the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases ; Prague, Czech Republic, September 27 th, 2013. Aachen: RWTH, 2013, pp. 81-89. CEUR Workshop Proceedings. 1120. ISSN 1613-0073 | deu |
| kops.citation.iso690 | BAYER, Immanuel, Steffen RENDLE, 2013. Factor Models for Recommending Given Names. 20DC13 ECML PKDD Discovery Challenge. Prague, Czech Republic, Sep 27, 2013. In: DOERFEL, Stefan, ed. and others. 20 DC1 3 ECML PKDD Discovery Challenge - Recommending Given Names : International Workshop at the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases ; Prague, Czech Republic, September 27 th, 2013. Aachen: RWTH, 2013, pp. 81-89. CEUR Workshop Proceedings. 1120. ISSN 1613-0073 | 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/123456789/26476">
<dc:creator>Rendle, Steffen</dc:creator>
<dcterms:rights rdf:resource="https://rightsstatements.org/page/InC/1.0/"/>
<dcterms:bibliographicCitation>20DC13 ECML PKDD Discovery Challenge - Recommending Given Names : International Workshop at the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases ; Prague, Czech Republic, September 27th, 2013 / Stefan Doerfel ... (eds.). - Aachen : RWTH, 2013. - S. 81-89. - (CEUR Workshop Proceedings ; 1120). - ISSN 1613-0073</dcterms:bibliographicCitation>
<bibo:uri rdf:resource="http://kops.uni-konstanz.de/handle/123456789/26476"/>
<dc:contributor>Rendle, Steffen</dc:contributor>
<dc:rights>terms-of-use</dc:rights>
<dcterms:title>Factor Models for Recommending Given Names</dcterms:title>
<dcterms:issued>2013</dcterms:issued>
<dc:language>eng</dc:language>
<foaf:homepage rdf:resource="http://localhost:8080/"/>
<dc:creator>Bayer, Immanuel</dc:creator>
<dc:contributor>Bayer, Immanuel</dc:contributor>
<void:sparqlEndpoint rdf:resource="http://localhost/fuseki/dspace/sparql"/>
<dcterms:abstract xml:lang="eng">We describe in this paper our contribution to the ECML PKDD Discovery Challenge 2013 (O ine Track). This years task was to predict the next given names a user of a name search engine interacts with. We model the user preferences with a sequential factor model that we optimize with respect to the Bayesian Personalized Ranking (BPR) Optimization Criterion. Therefore we complement the sequential factor model with pre x smoothing in order to explicitly model syntactical similarity.</dcterms:abstract>
<dcterms:available rdf:datatype="http://www.w3.org/2001/XMLSchema#dateTime">2014-02-26T09:32:00Z</dcterms:available>
<dspace:isPartOfCollection rdf:resource="https://kops.uni-konstanz.de/server/rdf/resource/123456789/36"/>
<dc:date rdf:datatype="http://www.w3.org/2001/XMLSchema#dateTime">2014-02-26T09:32:00Z</dc:date>
<dcterms:isPartOf rdf:resource="https://kops.uni-konstanz.de/server/rdf/resource/123456789/36"/>
</rdf:Description>
</rdf:RDF> | |
| kops.conferencefield | 20DC13 ECML PKDD Discovery Challenge, 27. Sept. 2013, Prague, Czech Republic | deu |
| kops.date.conferenceStart | 2013-09-27 | |
| kops.flag.knbibliography | true | |
| kops.identifier.nbn | urn:nbn:de:bsz:352-264760 | deu |
| kops.location.conference | Prague, Czech Republic | |
| kops.sourcefield | DOERFEL, Stefan, ed. and others. <i>20 DC1 3 ECML PKDD Discovery Challenge - Recommending Given Names : International Workshop at the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases ; Prague, Czech Republic, September 27 th, 2013</i>. Aachen: RWTH, 2013, pp. 81-89. CEUR Workshop Proceedings. 1120. ISSN 1613-0073 | deu |
| kops.sourcefield.plain | DOERFEL, Stefan, ed. and others. 20 DC1 3 ECML PKDD Discovery Challenge - Recommending Given Names : International Workshop at the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases ; Prague, Czech Republic, September 27 th, 2013. Aachen: RWTH, 2013, pp. 81-89. CEUR Workshop Proceedings. 1120. ISSN 1613-0073 | deu |
| kops.sourcefield.plain | DOERFEL, Stefan, ed. and others. 20 DC1 3 ECML PKDD Discovery Challenge - Recommending Given Names : International Workshop at the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases ; Prague, Czech Republic, September 27 th, 2013. Aachen: RWTH, 2013, pp. 81-89. CEUR Workshop Proceedings. 1120. ISSN 1613-0073 | eng |
| kops.submitter.email | christoph.petzmann@uni-konstanz.de | deu |
| kops.title.conference | 20DC13 ECML PKDD Discovery Challenge | |
| kops.url | http://dx.doi.org/urn:nbn:de:0074-1120-9 | deu |
| relation.isAuthorOfPublication | 13824ffc-8230-4361-b4d1-6c70a57b2081 | |
| relation.isAuthorOfPublication | 4f5eec3c-8dab-45fd-8283-03c539e97f8d | |
| relation.isAuthorOfPublication.latestForDiscovery | 13824ffc-8230-4361-b4d1-6c70a57b2081 | |
| source.bibliographicInfo.fromPage | 81 | |
| source.bibliographicInfo.seriesNumber | 1120 | |
| source.bibliographicInfo.toPage | 89 | |
| source.contributor.editor | Doerfel, Stefan | |
| source.flag.etalEditor | true | |
| source.identifier.issn | 1613-0073 | |
| source.publisher | RWTH | |
| source.publisher.location | Aachen | |
| source.relation.ispartofseries | CEUR Workshop Proceedings | |
| source.title | 20 DC1 3 ECML PKDD Discovery Challenge - Recommending Given Names : International Workshop at the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases ; Prague, Czech Republic, September 27 th, 2013 |
Dateien
Lizenzbündel
1 - 1 von 1
Vorschaubild nicht verfügbar
- Name:
- license.txt
- Größe:
- 1.92 KB
- Format:
- Plain Text
- Beschreibung:
