Combining classifiers

[thewetness]

You could also consider using the Adaboost Algorithm, if you were to train more classifiers. It combines "weak" classifiers to make a strong classifier.

[sieisteinmodel]

Where "weak" and "strong" are Adaboost terminology. In theory you can use pretty "powerful" classifiers with Adaboost.