Citolytics : A Link-based Recommender System for Wikipedia

Cite This

Files in this item

Checksum: MD5:0cae54a764ef45b4024d973243f1fc29

SCHWARZER, Malte, Corinna BREITINGER, Moritz SCHUBOTZ, Norman MEUSCHKE, Bela GIPP, 2017. Citolytics : A Link-based Recommender System for Wikipedia. RecSys '17 : 11th ACM Conference on Recommender Systems. Como, Italy, Aug 27, 2017 - Aug 31, 2017. In: RecSys '17 : proceedings of the Eleventh ACM Conference on Recommender Systems : August 27-31 : 2017 : Como : Italy. New York, USA:ACM Press, pp. 360-361. ISBN 978-1-4503-4652-8. Available under: doi: 10.1145/3109859.3109981

@inproceedings{Schwarzer2017Citol-41995, title={Citolytics : A Link-based Recommender System for Wikipedia}, year={2017}, doi={10.1145/3109859.3109981}, isbn={978-1-4503-4652-8}, address={New York, USA}, publisher={ACM Press}, booktitle={RecSys '17 : proceedings of the Eleventh ACM Conference on Recommender Systems : August 27-31 : 2017 : Como : Italy}, pages={360--361}, author={Schwarzer, Malte and Breitinger, Corinna and Schubotz, Moritz and Meuschke, Norman and Gipp, Bela} }

<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/123456789/41995"> <bibo:uri rdf:resource="https://kops.uni-konstanz.de/handle/123456789/41995"/> <dc:creator>Gipp, Bela</dc:creator> <dcterms:rights rdf:resource="https://rightsstatements.org/page/InC/1.0/"/> <dcterms:title>Citolytics : A Link-based Recommender System for Wikipedia</dcterms:title> <dcterms:isPartOf rdf:resource="https://kops.uni-konstanz.de/rdf/resource/123456789/36"/> <dc:contributor>Schwarzer, Malte</dc:contributor> <dc:creator>Meuschke, Norman</dc:creator> <dc:contributor>Breitinger, Corinna</dc:contributor> <foaf:homepage rdf:resource="http://localhost:8080/jspui"/> <void:sparqlEndpoint rdf:resource="http://localhost/fuseki/dspace/sparql"/> <dc:date rdf:datatype="http://www.w3.org/2001/XMLSchema#dateTime">2018-04-10T09:22:32Z</dc:date> <dcterms:hasPart rdf:resource="https://kops.uni-konstanz.de/bitstream/123456789/41995/1/Schwarzer_2-13mvh17kq5fte7.pdf"/> <dspace:isPartOfCollection rdf:resource="https://kops.uni-konstanz.de/rdf/resource/123456789/36"/> <dc:contributor>Gipp, Bela</dc:contributor> <dcterms:available rdf:datatype="http://www.w3.org/2001/XMLSchema#dateTime">2018-04-10T09:22:32Z</dcterms:available> <dcterms:abstract xml:lang="eng">We present Citolytics - a novel link-based recommendation system for Wikipedia articles. In a preliminary study, Citolytics achieved promising results compared to the widely used text-based approach of Apache Lucene’s MoreLikeThis (MLT). In this demo paper, we describe how we plan to integrate Citolytics into the Wikipedia infrastructure by using Elasticsearch and Apache Flink to serve recommendations for Wikipedia articles. Additionally, we propose a large-scale online evaluation design using the Wikipedia Android app. Working with Wikipedia data has several unique advantages. First, the availability of a very large user sample contributes to statistically significant results. Second, the openness of Wikipedia’s architecture allows making our source code and evaluation data public, thus benefiting other researchers. If link-based recommendations show promise in our online evaluation, a deployment of the presented system within Wikipedia would have a far-reaching impact on Wikipedia’s more than 30 million users.</dcterms:abstract> <dc:language>eng</dc:language> <dspace:hasBitstream rdf:resource="https://kops.uni-konstanz.de/bitstream/123456789/41995/1/Schwarzer_2-13mvh17kq5fte7.pdf"/> <dc:creator>Breitinger, Corinna</dc:creator> <dc:creator>Schwarzer, Malte</dc:creator> <dc:contributor>Schubotz, Moritz</dc:contributor> <dc:rights>terms-of-use</dc:rights> <dcterms:issued>2017</dcterms:issued> <dc:creator>Schubotz, Moritz</dc:creator> <dc:contributor>Meuschke, Norman</dc:contributor> </rdf:Description> </rdf:RDF>

Downloads since Apr 10, 2018 (Information about access statistics)

Schwarzer_2-13mvh17kq5fte7.pdf 71

This item appears in the following Collection(s)

Search KOPS


Browse

My Account