SVMs are great for text classification applications. They can handle a stupidly large number of columns, and tend to be quite accurate. Thorsten Joachims has s

SVMs are great for text classification applications. They can handle a stupidly large number of columns, and tend to be quite accurate. Thorsten Joachims has some good papers on them (GScholar).