There was a really nice paper at the last IEEE Security & Privacy conference where they did an analysis like this on blog postings.

http://randomwalker.info/publications/author-identification-...

I tried a similar analysis for a class project using Twitter data, and it worked surprisingly well considering the small amount of data in a tweet. Would-be-anonymous posters beware!