Two novel methods for heart disease prediction, which use the kurtosis of features and Maxwell–Boltzmann distribution, are presented. A Majority Voting approach is applied, two base classifiers derived through statistical weight calculation. First, exploitation attribute Kolmogorov–Smirnov test (KS test) result done by plugging categorizer into a Bagging Classifier. Second, fitting Maxwell rand...