Combining usage and content in an online recommendation system for music in the Long Tail
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Aizenberg N, Koren Y, Somekh O (2012) Build your own music recommender by modeling internet radio streams. In: Proceedings of the 21st international conference on world wide web, New York, NY, USA, 2012, ACM, pp 1–10
Anderson C (2006) The Long Tail: why the future of business is selling less of more. Hyperion
Barrington L, Oda R, Lanckriet G (2009) Smarter than genius? human evaluation of music recommender systems. In: International symposium on music information retrieval (ISMIR 2009), Japan
Bellegarda J (2005) Latent semantic mapping [information retrieval]. Signal Process Mag IEEE 22(5):70–80
Bogdanov D, Haro M, Fuhrmann F, Gomez E, Herrera P (2010) Content-based music recommendation based on user preference examples. In: RecSys’10 workshop on music recommendation and discovery (Womrad 2010) Spain
Bogdanov D, Serra J, Wack N, Herrera P, Serra X (2011) Unifying low-level and high-level music similarity measures. IEEE Trans Multimed 13(4):687–701
Burke R (2002) Hybrid recommender systems: survey and experiments. User Model User Adapted Interaction 12:331–370
Cano P, Koppenberger M, Wack N (2005) Content-based music audio recommendation. In: Proceedings of the 13th annual ACM international conference on multimedia 2005
Cano P, Koppenberger M, Wack N (2005) An industrial strength content-based music recommendation system. In: Proceedings of ACM SIGIR conference on research and development in information retrieval (SIGIR’05) 2005
Celma O (2008) Music recommendation and discovery in the Long TailL: Ph.D thesis. Universitat Pompeu Fabra, Barcelona
Celma O (2010) Music recommendation and discovery: the Long Tail, Long Fail, and Long Play in the digital music space. Springer, Berlin
Deerwester SC, Dumais ST, Landauer TK, Furnas GW, Harshman RA (1990) Indexing by latent semantic analysis. J Am Soc Inform Sci 41:391–407
Fields B, Lamere P (2010) Finding a path through the jukebox: the playlist tutorial. In: ISMIR 2010. http://www.ismir2010.ismir.net/proceedings/tutorial4Lamere-Field.pdf . Accessed 22 Jan 2012
Golub G Kahan W (1965) Calculating the singular values and pseudo-inverse of a matrix. J Soc Ind Appl Math Ser B Numer Anal :205–224.
Koenigstein N, Dror G, Koren Y (2011) Yahoo! music recommendations: modeling music ratings with temporal dynamics and item taxonomy. In: Proceedings of the fifth ACM conference on recommender systems, New York, NY, USA, 2011, ACM, pp 165–172
Kohavi R, Longbotham R, Sommerfield D, Henne RM (2009) Controlled experiments on the web: survey and practical guide. Data Mining Knowl Discov 18(1):140–181
Lemos L, Jorge AM, Leal JP (2010) Deployment and evaluation of a usage based collaborative filtering recommendation system with blacklists. In: Third international workshop on web and text intelligence (WTI 2010), Brazil
Levy M, Bosteels K (2010) Music recommendation and the long tail. In: Proceedings of the workshop on music recommendation and discovery (WOMRAD), pp 55–58
Papadimitriou C, Tamaki H, Raghavan P, Vempala S (1998) Latent semantic indexing: a probabilistic analysis. In: Proceedings of the seventeenth ACM SIGACT-SIGMOD-SIGART symposium on principles of database systems, ACM, pp 159–168
Ruppert P, Hart R, Evans S (2007) The 2007 digital music survey. Entertain Media Res. http://www.slideshare.net/patsch/emr-digital-music-survey-2007 . Accessed 22 Jan 2012
Sarwar B, Karypis G, Konstan J, Riedl J (2001) Item-based collaborative filtering recommendation algorithms. In: Tenth international conference on world wide web (WWW 2001), Hong Kong, pp 285–295
Schedl M, Knees P (2009) Context-based music similarity estimation. In: Proceedings of the 3rd international workshop on learning the semantics of audio signals (LSAS 2009)
Schnitzer D, Flexer A, Schedl M, Widmer G (2011) Using mutual proximity to improve content-based audio similarity. In: Proceedings of the 12th international society for music information retrieval conference (ISMIR 2011)
Seyerlehner K, Schedl M, Pohle T, Knees K (2010) Using block-level features for genre classification, tag classification and music similarity estimation. In: Proceedings of the 6th annual music information retrieval evaluation, exchange (MIREX-10)
Shardanand U, Maes P (1995) Social information filtering: algorithms for automating “word of mouth”. In: Proceedings of SIGCHI conference on human factors in computing systems , pp 210–217
Tzanetakis G, Cook P (2002) Musical genre classification of audio signals. IEEE Trans Speech Audio Process 10(5):293–302
Yoshii K, Goto M, Komatani K, Ogata T, Okuno HG (2006) Hybrid collaborative and content-based music recommendation using probabilistic model with latent user preferences. In: Proceedings of the 7th international conference on music information retrieval, p 296301
Zaharchuk V, Ignatov DI, Konstantinov A, Nikolenko S (2012) A new recommender system for the interactive radio network fmhost. In: Proceedings of the international workshop on experimental economics and machine learning (EEML). pp 72–85