Surprisingly, little has been done in applying probabilistic models trained to maximize the margin to simple classification tasks (to the best of our knowledge).
since the Naïve Bayes model has been shown to be a successful algorithm for many text classification tasks (McCallum and Nigam, 1998) we suggest learning the parameters of Naïve Bayes model to maximize the probabilistic margin.