This paper presents an ordinal regression approach to the query-by-description problem. Instead of returning a single classification, such as genre, or a list of the top N songs assumed to be relevant, this algorithm mirrors choices similar to "like", "skip", "play", and "hate" buttons seen on commercial Internet radio stations. Ordinal regression can be viewed as a hybrid between multi-class c...