Research Paper Recommender System Evaluation : A Quantitative Literature Survey

Zitieren

Dateien zu dieser Ressource

Prüfsumme: MD5:556b7899ac1cb6f7f48c5604588ec004

BEEL, Joeran, Stefan LANGER, Marcel GENZMEHR, Bela GIPP, Corinna BREITINGER, Andreas NÜRNBERGER, 2013. Research Paper Recommender System Evaluation : A Quantitative Literature Survey. RepSys '13. Hong Kong, 12. Okt 2013. In: ALEJANDRO BELLOGIN, , ed.. Proceedings of the International Workshop on Reproducibility and Replication in Recommender Systems Evaluation. RepSys '13. Hong Kong, 12. Okt 2013. New York:ACM, pp. 15-22. ISBN 978-1-4503-2465-6. Available under: doi: 10.1145/2532508.2532512

@inproceedings{Beel2013Resea-30897, title={Research Paper Recommender System Evaluation : A Quantitative Literature Survey}, year={2013}, doi={10.1145/2532508.2532512}, isbn={978-1-4503-2465-6}, address={New York}, publisher={ACM}, booktitle={Proceedings of the International Workshop on Reproducibility and Replication in Recommender Systems Evaluation}, pages={15--22}, editor={Alejandro Bellogin}, author={Beel, Joeran and Langer, Stefan and Genzmehr, Marcel and Gipp, Bela and Breitinger, Corinna and Nürnberger, Andreas} }

<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/123456789/30897"> <dcterms:issued>2013</dcterms:issued> <dcterms:rights rdf:resource="http://nbn-resolving.de/urn:nbn:de:bsz:352-20150305140228786-3747162-5"/> <dspace:hasBitstream rdf:resource="https://kops.uni-konstanz.de/bitstream/123456789/30897/1/Beel_0-285593.pdf"/> <dc:creator>Beel, Joeran</dc:creator> <dcterms:title>Research Paper Recommender System Evaluation : A Quantitative Literature Survey</dcterms:title> <dc:contributor>Langer, Stefan</dc:contributor> <dc:contributor>Beel, Joeran</dc:contributor> <dc:creator>Genzmehr, Marcel</dc:creator> <dcterms:available rdf:datatype="http://www.w3.org/2001/XMLSchema#dateTime">2015-05-06T09:52:12Z</dcterms:available> <dc:creator>Nürnberger, Andreas</dc:creator> <dcterms:abstract xml:lang="eng">Over 80 approaches for academic literature recommendation exist today. The approaches were introduced and evaluated in more than 170 research articles, as well as patents, presentations and blogs. We reviewed these approaches and found most evaluations to contain major shortcomings. Of the approaches proposed, 21% were not evaluated. Among the evaluated approaches, 19% were not evaluated against a baseline. Of the user studies performed, 60% had 15 or fewer participants or did not report on the number of participants. Information on runtime and coverage was rarely provided. Due to these and several other shortcomings described in this paper, we conclude that it is currently not possible to determine which recommendation approaches for academic literature are the most promising. However, there is little value in the existence of more than 80 approaches if the best performing approaches are unknown.</dcterms:abstract> <dc:creator>Langer, Stefan</dc:creator> <dc:creator>Breitinger, Corinna</dc:creator> <dc:contributor>Breitinger, Corinna</dc:contributor> <dc:contributor>Nürnberger, Andreas</dc:contributor> <dc:date rdf:datatype="http://www.w3.org/2001/XMLSchema#dateTime">2015-05-06T09:52:12Z</dc:date> <dspace:isPartOfCollection rdf:resource="https://kops.uni-konstanz.de/rdf/resource/123456789/36"/> <dc:contributor>Genzmehr, Marcel</dc:contributor> <dc:contributor>Gipp, Bela</dc:contributor> <bibo:uri rdf:resource="http://kops.uni-konstanz.de/handle/123456789/30897"/> <foaf:homepage rdf:resource="http://localhost:8080/jspui"/> <void:sparqlEndpoint rdf:resource="http://localhost/fuseki/dspace/sparql"/> <dc:language>eng</dc:language> <dcterms:isPartOf rdf:resource="https://kops.uni-konstanz.de/rdf/resource/123456789/36"/> <dc:creator>Gipp, Bela</dc:creator> <dcterms:hasPart rdf:resource="https://kops.uni-konstanz.de/bitstream/123456789/30897/1/Beel_0-285593.pdf"/> </rdf:Description> </rdf:RDF>

Dateiabrufe seit 06.05.2015 (Informationen über die Zugriffsstatistik)

Beel_0-285593.pdf 2226

Das Dokument erscheint in:

KOPS Suche


Stöbern

Mein Benutzerkonto