If I don't know the author, I'll only buy books recommended by others. Sure, you go wrong sometimes, but then ya learn who has the same taste and who doesn't and apply that knowledge.
Honestly, methinks some of y'all live in a vacuum if you've never bought a book that somebody recommended. Not that there's anything wrong with that, just a little hard to breathe I guess.
