GaMuSo: Graph Base Music Recommendation in a Social Bookmarking Service
Identifieur interne : 001119 ( Istex/Curation ); précédent : 001118; suivant : 001120GaMuSo: Graph Base Music Recommendation in a Social Bookmarking Service
Auteurs : Jeroen De Knijf [Belgique] ; Anthony Liekens [Belgique] ; Bart Goethals [Belgique]Source :
- Lecture Notes in Computer Science [ 0302-9743 ] ; 2011.
Abstract
Abstract: In this work we describe a recommendation system based upon user-generated description (tags) of content. In particular, we describe an experimental system (GaMuSo) that consists of more than 140.000 user-defined tags for over 400.000 artists. From this data we constructed a bipartite graph, linking artists via tags to other artists. On the resulting graph we compute related artists for an initial artist of interest. In this work we describe and analyse our system and show that a straightforward recommendation approach leads to related concepts that are overly general, that is, concepts that are related to almost every other concept in the graph. Additionally, we describe a method to provide functional hypothesis for recommendations, given the user insight why concepts are related. GaMuSo is implemented as a webservice and available at: music.biograph.be .
Url:
DOI: 10.1007/978-3-642-24800-9_15
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<record><TEI wicri:istexFullTextTei="biblStruct"><teiHeader><fileDesc><titleStmt><title xml:lang="en">GaMuSo: Graph Base Music Recommendation in a Social Bookmarking Service</title><author><name sortKey="De Knijf, Jeroen" sort="De Knijf, Jeroen" uniqKey="De Knijf J" first="Jeroen" last="De Knijf">Jeroen De Knijf</name><affiliation wicri:level="1"><mods:affiliation>Department of Mathematics and Computer Science, Antwerp University, Belgium</mods:affiliation><country xml:lang="fr">Belgique</country><wicri:regionArea>Department of Mathematics and Computer Science, Antwerp University</wicri:regionArea></affiliation></author><author><name sortKey="Liekens, Anthony" sort="Liekens, Anthony" uniqKey="Liekens A" first="Anthony" last="Liekens">Anthony Liekens</name><affiliation wicri:level="1"><mods:affiliation>VIB Department of Molecular Genetics, Antwerp University, Belgium</mods:affiliation><country xml:lang="fr">Belgique</country><wicri:regionArea>VIB Department of Molecular Genetics, Antwerp University</wicri:regionArea></affiliation></author><author><name sortKey="Goethals, Bart" sort="Goethals, Bart" uniqKey="Goethals B" first="Bart" last="Goethals">Bart Goethals</name><affiliation wicri:level="1"><mods:affiliation>Department of Mathematics and Computer Science, Antwerp University, Belgium</mods:affiliation><country xml:lang="fr">Belgique</country><wicri:regionArea>Department of Mathematics and Computer Science, Antwerp University</wicri:regionArea></affiliation></author></titleStmt><publicationStmt><idno type="wicri:source">ISTEX</idno><idno type="RBID">ISTEX:89BF055B997E74404A447BAB7B5EDF2654D4872C</idno><date when="2011" year="2011">2011</date><idno type="doi">10.1007/978-3-642-24800-9_15</idno><idno type="url">https://api.istex.fr/document/89BF055B997E74404A447BAB7B5EDF2654D4872C/fulltext/pdf</idno><idno type="wicri:Area/Istex/Corpus">001442</idno><idno type="wicri:Area/Istex/Curation">001119</idno></publicationStmt><sourceDesc><biblStruct><analytic><title level="a" type="main" xml:lang="en">GaMuSo: Graph Base Music Recommendation in a Social Bookmarking Service</title><author><name sortKey="De Knijf, Jeroen" sort="De Knijf, Jeroen" uniqKey="De Knijf J" first="Jeroen" last="De Knijf">Jeroen De Knijf</name><affiliation wicri:level="1"><mods:affiliation>Department of Mathematics and Computer Science, Antwerp University, Belgium</mods:affiliation><country xml:lang="fr">Belgique</country><wicri:regionArea>Department of Mathematics and Computer Science, Antwerp University</wicri:regionArea></affiliation></author><author><name sortKey="Liekens, Anthony" sort="Liekens, Anthony" uniqKey="Liekens A" first="Anthony" last="Liekens">Anthony Liekens</name><affiliation wicri:level="1"><mods:affiliation>VIB Department of Molecular Genetics, Antwerp University, Belgium</mods:affiliation><country xml:lang="fr">Belgique</country><wicri:regionArea>VIB Department of Molecular Genetics, Antwerp University</wicri:regionArea></affiliation></author><author><name sortKey="Goethals, Bart" sort="Goethals, Bart" uniqKey="Goethals B" first="Bart" last="Goethals">Bart Goethals</name><affiliation wicri:level="1"><mods:affiliation>Department of Mathematics and Computer Science, Antwerp University, Belgium</mods:affiliation><country xml:lang="fr">Belgique</country><wicri:regionArea>Department of Mathematics and Computer Science, Antwerp University</wicri:regionArea></affiliation></author></analytic><monogr></monogr><series><title level="s">Lecture Notes in Computer Science</title><imprint><date>2011</date></imprint><idno type="ISSN">0302-9743</idno><idno type="eISSN">1611-3349</idno></series><idno type="istex">89BF055B997E74404A447BAB7B5EDF2654D4872C</idno><idno type="DOI">10.1007/978-3-642-24800-9_15</idno><idno type="ChapterID">Chap15</idno><idno type="ChapterID">15</idno></biblStruct></sourceDesc></fileDesc><profileDesc><textClass></textClass><langUsage><language ident="en">en</language></langUsage></profileDesc></teiHeader><front><div type="abstract" xml:lang="en">Abstract: In this work we describe a recommendation system based upon user-generated description (tags) of content. In particular, we describe an experimental system (GaMuSo) that consists of more than 140.000 user-defined tags for over 400.000 artists. From this data we constructed a bipartite graph, linking artists via tags to other artists. On the resulting graph we compute related artists for an initial artist of interest. In this work we describe and analyse our system and show that a straightforward recommendation approach leads to related concepts that are overly general, that is, concepts that are related to almost every other concept in the graph. Additionally, we describe a method to provide functional hypothesis for recommendations, given the user insight why concepts are related. GaMuSo is implemented as a webservice and available at: music.biograph.be .</div></front></TEI></record>Pour manipuler ce document sous Unix (Dilib)
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