I think this is how Last.fm works (and it works quite well!)

The weirdness in disparate interests is smoothed out by having a large sample size.

I'm trying to find details of the algorithm. In the meantime, here's an interview with the inventor of AudioScrobbler, which merged with Last.fm to provide its recommendations system: https://www.wired.com/2012/11/richard-jones-scrobbling