Table 1.

Mean misclassification probability (over 100 random experiments) for the three datasets with the considered classifiers.

Classifier	Congressional Voting Records	Kidney Disease	Mushroom
Naive Bayes	0.10894	0.051 g	0.20641
Decision Tree	0.050691	0.062314	0.05505
Bagged Trees	0.043641	0.0268	0.038305
DIN Prob	0.050138	0.037229	0.020796
DIN Gen	0.049447	0.026286	0.022182
Linear Discriminant Classifier	0.059724	0.091029	0.069923
Logistic Regression	0.075161	0.096429	0.07074
Linear SVM	0.063226	0.049914	0.04513
KNN	0.08682	0.11369	0.037018
KNN-Ensemble	0.062811	0.036057	0.043967