Why did they get rid of JJ on "Criminal Minds"?

I had heard the character would be exiting the show but nothing more. Is there any info about why she was let go. I also hear that "Emilie" is supposed to be leaving soon too. I don't get it. They're going to have the only female character left be Garcia who is essentially an "office worker"?