Classification when one class is other
As a first step you should try logistic regression on your tf-idf vectors.  It is simple to implement and would provide a good baseline for comparison.  You can find an implementation in whatever language you're using.  You could also try some kind of (perhaps supervised) topic modeling to create a better feature space, but that would be more involved.