Abstract The Naïve Bayes is a tractable and efficient approach for statistical classification. In general classification problems, the consequences of misclassifications may be rather different in classes, making it crucial to control misclassification rates most critical and, many realworld minority cases, possibly at expense higher less problematic classes. One traditional address this proble...