The novelization apparently (sort of) mentions what happened to the Joker. When the inmates of Arkham were moved to Blackgate Prison, he was eitherthe only one Arkham kept or he escaped--it is deliberately not explained.
http://ca.ign.com/articles/2012/07/26/joker-mentioned-in-dark-knight-rises-novel