EMT: Ensemble Meta-Based Tree Model for Predicting Student Performance

Table 5

Boosting and Bagging a nominal class classifier Results.

Algorithm name	Dataset			Boosting method			Bagging method
	Accuracy	F-measure	ROC area	Accuracy	F-measure	ROC area	Accuracy	F-measure	ROC area
PART	0.918	0.918	0.973	0.955	0.955	0.994	0.925	0.925	0.989
A2DE	0.895	0.895	0.973	0.877	0.877	0.970	0.893	0.893	0.977
Multilayer perceptron	0.910	0.910	0.968	0.920	0.920	0.960	0.905	0.905	0.981
LocalKnn	0.928	0.927	0.943	0.925	0.925	0.982	0.918	0.917	0.982
J48	0.943	0.943	0.989	0.983	0.982	0.996	0.945	0.945	0.994