FM4 SOUNDPARK AUDIO-BASED MUSIC RECOMMENDATION IN EVERYDAY USE

We present an application of content-based music recommendation techniques within an online community platform targeted at an audience interested mainly in independent and alternative music. The web platform’s goals will be described, the problems of content management approaches based on daily publishing of new music tracks will be discussed, and we will give an overview of the user interfaces that have been developed to simplify access to the music collection. Finally, the adoption of content-based music recommendation tools and new user interfaces to improve user acceptance and recommendation quality will be justified by detailed user access analyses.

[1]  Douglas B. Terry,et al.  Using collaborative filtering to weave an information tapestry , 1992, CACM.

[2]  Stefan Leitich,et al.  Globe of Music - Music Library Visualization Using Geosom , 2007, ISMIR.

[3]  Elias Pampalk,et al.  Computational Models of Music Similarity and their Application in Music Information Retrieval , 2006 .

[4]  Daniel P. W. Ellis,et al.  Song-Level Features and Support Vector Machines for Music Classification , 2005, ISMIR.

[5]  Trevor F. Cox,et al.  Metric multidimensional scaling , 2000 .

[6]  E. Pampalk Islands of Music Analysis, Organization, and Visualization of Music Archives , 2002 .

[7]  Matthew Chalmers,et al.  A linear iteration time layout algorithm for visualising high-dimensional data , 1996, Proceedings of Seventh Annual IEEE Visualization '96.

[8]  Robert E. Tarjan,et al.  Depth-First Search and Linear Graph Algorithms , 1972, SIAM J. Comput..

[9]  Peter Knees,et al.  An innovative three-dimensional user interface for exploring music collections enriched , 2006, MM '06.

[10]  Andreas Rauber,et al.  PlaySOM and PocketSOMPlayer, Alternative Interfaces to Large Music Collections , 2005, ISMIR.

[11]  Beth Logan,et al.  Mel Frequency Cepstral Coefficients for Music Modeling , 2000, ISMIR.

[12]  David G. Stork,et al.  Pattern Classification , 1973 .

[13]  Paul Lamere,et al.  Using 3D Visualizations to Explore and Discover Music , 2007, ISMIR.

[14]  David G. Stork,et al.  Pattern classification, 2nd Edition , 2000 .