Document clustering based on non-negative matrix factorization
Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval
MIR '06 Proceedings of the 8th ACM international workshop on Multimedia information retrieval
“Reinventing the Wheel”: A Novel Approach to Music Player Interfaces
IEEE Transactions on Multimedia
Proceedings of the 1st ACM International Conference on Multimedia Retrieval
Exploring the music similarity space on the web
ACM Transactions on Information Systems (TOIS)
Personalization in multimodal music retrieval
AMR'11 Proceedings of the 9th international conference on Adaptive Multimedia Retrieval: large-scale multimedia retrieval and evaluation
Proceedings of International Conference on Advances in Mobile Computing & Multimedia
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We present an approach that offers the user a convenient and meaningful way to access her music on a mobile device. By exploiting information on acoustic similarity and community-based music labels, a music collection is automatically structured and described to allow for easy orientation and navigation within the collection. To this end, the complete collection is arranged along a circular playlist path such that similar sounding pieces are grouped together. As a consequence, regions of musical styles emerge. Furthermore, we propose two approaches to derive informative descriptors that are displayed on the different regions, allowing an overview of the whole collection at a glance. For demonstration, we implemented our prototype interface on an Apple iPod.