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A Content-based System for Music Recommendation and Visualization of User Preferences Working on Semantic Notions
Title | A Content-based System for Music Recommendation and Visualization of User Preferences Working on Semantic Notions |
Publication Type | Conference Paper |
Year of Publication | 2011 |
Conference Name | 9th International Workshop on Content-based Multimedia Indexing |
Authors | Bogdanov, D. , Haro G. G. , Fuhrmann F. , Xambó A. , Gómez E. , & Herrera P. |
Conference Start Date | 13/06/2011 |
Conference Location | Madrid, Spain |
Abstract | The amount of digital music has grown unprecedentedly during the last years and requires the development of effective methods for search and retrieval. In particular, content-based reference elicitation for music recommendation is a challenging problem that is effectively addressed in this paper. We present a system which automatically generates recommendations and visualizes a user’s musical preferences, given her/his accounts on popular online music services. Using these services, the system retrieves a set of tracks preferred by a user, and further computes a semantic description of musical preferences based on raw audio information. For the audio analysis we used the capabilities of the Canoris API. Thereafter, the system generates music recommendations, using a semantic music similarity measure, and a user’s preference visualization, mapping semantic descriptors to visual elements. |
preprint/postprint document | http://mtg.upf.edu/files/publications/Bogdanov-et-al-CBMI2011.pdf |