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Ever growing music collections ask for novel ways of organization. The traditional browsing of folder hierarchies or search by title and album tends to be insufficient to maintain an overview of a collection of orders of thousands of tracks. Methods based on song similarity offer an alternative to keyword-based search. In this work we propose to use a high-dimensional map of the "world of music" as a data structure for music retrieval and exploration of personal collections. Our approach doesdoi:10.1109/wiiat.2008.20 dblp:conf/webi/GoussevskaiaKLW08 fatcat:w7vuezhfanatff3nvdd5mv2day