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spectrum.ieee.org
spectrum.ieee.org
I can't believe people are still trying to wave their hands and pretend they have some amazing algorithm to turn this data into half useful recommendations.
And since I discovered lats.fm I have never listened music elsewhere, since their recommendations hit my (somewhat obscure) taste in music perfectly.
There's definitely data to be mined, and meaningful results to be extracted. The problem is that the people doing the algorithms are not good enough at what they do. Admittedly it is not an easy problem.
As an example of how you can do an excellent job but miss most of the picture, try the Pandora music service. You choose a song you like and they make you a radio station full of songs with similar characteristics to the one you picked. I tried "Fade to Black" by Metallica and it played other metal and rock songs, but it had no idea I liked classical, Hawaiian, reggae, old school hip hop, or anything else.
I haven't encountered any recommendation service that was both accurate and broad. The best way to get recommendations I've found is to know and interact with different kinds of people (the kind who wouldn't know each other). That helps fill in the holes.
I'm working in this area so I'd be really interested on anyone's opinions on current music sites.