Some alternative approaches try to transform the original problem to a form that allows for the correct treatment of some of the dependencies. Both semi-naive Bayes (Kononenko, 1991) and the Cartesian product method (Pazzani, 1996) are such transformation-based attempts for capturing pairwise dependencies.