Recommendation assisted playlist creation
Autor(a) principal: | |
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Data de Publicação: | 2014 |
Tipo de documento: | Trabalho de conclusão de curso |
Idioma: | eng |
Título da fonte: | Repositório Institucional da UFRGS |
Texto Completo: | http://hdl.handle.net/10183/101186 |
Resumo: | This paper proposes a new mechanism for the creation of music playlists called recommendationassisted playlist creation (RAPC). It uses a recommender system to assist the user in the manual creation of a playlist. Based on a seed, tracks are proposed to the user. The user can select one or more of these tracks or request a new set of recommendations. The recommender system uses the user's track selections to improve each subsequent round of recommendations. This novel mechanism is implemented using The Echo Nest as its recommender system. This implementation of RAPC is evaluated in a user study which compares it to two other mechanisms: (1) manual creation, where users can search and browse a catalog and (2) automated creation using The Echo Nest's artist radio. Participants were asked to create 10 track playlists using all three mechanisms. The results show that playlists created using RAPC: (1) are better than the playlists created using the other mechanisms (p=0.03271) (2) contain a greater number of artists than those created using the manual mechanism (p=0.001953) (3) contain more tracks that users have not listened to recently compared to playlists created using the manual mechanism (p=0.003906) (4) contain less dissatisfactory tracks compared to playlists created using the automated mechanism (p=0.0009766). |
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Salle, Alexandre TadeuCota, Erika Fernandes2014-08-15T02:09:34Z2014http://hdl.handle.net/10183/101186000931900This paper proposes a new mechanism for the creation of music playlists called recommendationassisted playlist creation (RAPC). It uses a recommender system to assist the user in the manual creation of a playlist. Based on a seed, tracks are proposed to the user. The user can select one or more of these tracks or request a new set of recommendations. The recommender system uses the user's track selections to improve each subsequent round of recommendations. This novel mechanism is implemented using The Echo Nest as its recommender system. This implementation of RAPC is evaluated in a user study which compares it to two other mechanisms: (1) manual creation, where users can search and browse a catalog and (2) automated creation using The Echo Nest's artist radio. Participants were asked to create 10 track playlists using all three mechanisms. The results show that playlists created using RAPC: (1) are better than the playlists created using the other mechanisms (p=0.03271) (2) contain a greater number of artists than those created using the manual mechanism (p=0.001953) (3) contain more tracks that users have not listened to recently compared to playlists created using the manual mechanism (p=0.003906) (4) contain less dissatisfactory tracks compared to playlists created using the automated mechanism (p=0.0009766).application/pdfengEngenharia : SoftwareDesenvolvimento : SoftwareMusic playlistsPlaylist creationRecommendationsUser studyRecommendation assisted playlist creationinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/bachelorThesisUniversidade Federal do Rio Grande do SulInstituto de InformáticaPorto Alegre, BR-RS2014Engenharia de Computaçãograduaçãoinfo:eu-repo/semantics/openAccessreponame:Repositório Institucional da UFRGSinstname:Universidade Federal do Rio Grande do Sul (UFRGS)instacron:UFRGSORIGINAL000931900.pdf000931900.pdfTexto completo (inglês)application/pdf616114http://www.lume.ufrgs.br/bitstream/10183/101186/1/000931900.pdf62acca3d87458f84b6a660fb3115c2f8MD51TEXT000931900.pdf.txt000931900.pdf.txtExtracted Texttext/plain41074http://www.lume.ufrgs.br/bitstream/10183/101186/2/000931900.pdf.txt879fa6dd70af352a32c9e9c8a3a656faMD52THUMBNAIL000931900.pdf.jpg000931900.pdf.jpgGenerated Thumbnailimage/jpeg1055http://www.lume.ufrgs.br/bitstream/10183/101186/3/000931900.pdf.jpgdf272b608546b21f2e0310ada1e0e773MD5310183/1011862021-05-07 05:02:45.409651oai:www.lume.ufrgs.br:10183/101186Repositório de PublicaçõesPUBhttps://lume.ufrgs.br/oai/requestopendoar:2021-05-07T08:02:45Repositório Institucional da UFRGS - Universidade Federal do Rio Grande do Sul (UFRGS)false |
dc.title.pt_BR.fl_str_mv |
Recommendation assisted playlist creation |
title |
Recommendation assisted playlist creation |
spellingShingle |
Recommendation assisted playlist creation Salle, Alexandre Tadeu Engenharia : Software Desenvolvimento : Software Music playlists Playlist creation Recommendations User study |
title_short |
Recommendation assisted playlist creation |
title_full |
Recommendation assisted playlist creation |
title_fullStr |
Recommendation assisted playlist creation |
title_full_unstemmed |
Recommendation assisted playlist creation |
title_sort |
Recommendation assisted playlist creation |
author |
Salle, Alexandre Tadeu |
author_facet |
Salle, Alexandre Tadeu |
author_role |
author |
dc.contributor.author.fl_str_mv |
Salle, Alexandre Tadeu |
dc.contributor.advisor1.fl_str_mv |
Cota, Erika Fernandes |
contributor_str_mv |
Cota, Erika Fernandes |
dc.subject.por.fl_str_mv |
Engenharia : Software Desenvolvimento : Software |
topic |
Engenharia : Software Desenvolvimento : Software Music playlists Playlist creation Recommendations User study |
dc.subject.eng.fl_str_mv |
Music playlists Playlist creation Recommendations User study |
description |
This paper proposes a new mechanism for the creation of music playlists called recommendationassisted playlist creation (RAPC). It uses a recommender system to assist the user in the manual creation of a playlist. Based on a seed, tracks are proposed to the user. The user can select one or more of these tracks or request a new set of recommendations. The recommender system uses the user's track selections to improve each subsequent round of recommendations. This novel mechanism is implemented using The Echo Nest as its recommender system. This implementation of RAPC is evaluated in a user study which compares it to two other mechanisms: (1) manual creation, where users can search and browse a catalog and (2) automated creation using The Echo Nest's artist radio. Participants were asked to create 10 track playlists using all three mechanisms. The results show that playlists created using RAPC: (1) are better than the playlists created using the other mechanisms (p=0.03271) (2) contain a greater number of artists than those created using the manual mechanism (p=0.001953) (3) contain more tracks that users have not listened to recently compared to playlists created using the manual mechanism (p=0.003906) (4) contain less dissatisfactory tracks compared to playlists created using the automated mechanism (p=0.0009766). |
publishDate |
2014 |
dc.date.accessioned.fl_str_mv |
2014-08-15T02:09:34Z |
dc.date.issued.fl_str_mv |
2014 |
dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
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info:eu-repo/semantics/bachelorThesis |
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publishedVersion |
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000931900 |
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openAccess |
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