A comparison of playlist generation strategies for music recommendation and a new baseline scheme

AAAI Workshop - Technical Report

Volumn WS-13-11, Issue , 2013, Pages 16-23

  Bonnin, Geoffray ^a   Jannach, Dietmar ^a  

^a TU DORTMUND UNIVERSITY   (Germany)

Author keywords

[No Author keywords available]

Indexed keywords

AUTOMATED GENERATION; AUTOMATICALLY GENERATED; COMPARATIVE EVALUATIONS; MUSIC COLLECTION; MUSIC RECOMMENDATION; NEW APPROACHES; OFFLINE EVALUATION; ONLINE MUSIC;

SOUND RECORDING;

EID: 84898915026     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (15)

1. Agrawal, R., and Srikant, R. 1995. Mining Sequential Patterns. In Proc. ICDE 1995, 3-14.
2. Agrawal, R.; Imieliński, T.; and Swami, A. 1993. Mining Association Rules between Sets of Items in Large Databases. In Proc. SIGMOD 1993, 207-216.
3. Barrington, L.; Oda, R.; and Lanckriet, G. 2009. Smarter than Genius? Human Evaluation of Music Recommender Systems. In Proc. ISMIR 2009, 357-362.
4. Baur, D.; Boring, S.; and Butz, A. 2010. Rush: Repeated Recommendations on Mobile Devices. In Proc. IUI 2010, 91-100.
5. Celma, Ò. 2010. Music Recommendation and Discovery - The Long Tail, Long Fail, and Long Play in the Digital Music Space. Springer.
6. Chen, S.; Moore, J.; Turnbull, D.; and Joachims, T. 2012. Playlist Prediction via Metric Embedding. In Proc. KDD 2072, 714-722.
7. Cremonesi, P.; Koren, Y.; and Turrin, R. 2010. Performance of recommender algorithms on top-n recommendation tasks. In Proc. ACM RecSys 2010, 39-46.
8. Cunningham, S.; Bainbridge, D.; and Falconer, A. 2006. 'More of an Art than a Science': Supporting the Creation of Playlists and Mixes. In Proc. ISMIR 2006, 240-245.
9. Fields, B. 2011. "Contextualize Your Listening: The Playlist as Recommendation Engine". PhD thesis, Goldsmiths, University of London, London, UK.
10. Flexer, A.; Schnitzer, D.; Gasser, M.; and Widmer, G. 2008. Playlist Generation Using Start and End Songs. In Proc. ISMIR 2008, 173-178.
11. Hariri, N.; Mobasher, B.; and Burke, R. 2012. Context-Aware Music Recommendation Based on Latent Topic Sequential Patterns. In Proc. ACM RecSys 2012, 131-138.
12. Lamere, P., and Celma, Ò. 2011. Music Recommendation and Discovery Remastered, Tutorial at ACM RecSys 2011. Online at http://www.slideshare.net/ slideshow/embed-code/9860137.
13. McFee, B., and Lanckriet, G. 2011. The Natural Language of Playlists. In Proc. ISMIR 2011.
14. McFee, B.; Bertin-Mahieux, T.; Ellis, D.; and Lanckriet, G. 2012. The million song dataset challenge. In Proc. AdMIRe' 12.
15. Rendle, S.; Freudenthaler, C.; Gantner, Z.; and Schmidt-Thieme, L. 2009. BPR: Bayesian Personalized Ranking from Implicit Feedback. In Proc. UAI, 452-461.