Table 6. Area under the ROC curve of proposed C4.5 with ID3 and CART.

Dataset	C4.5-SHO	C4.5	ID3	CART
Monks	0.9619	0.95713	0.9636	0.9791
Car	0.9819	0.9393	0.9891	0.8933
Chess	0.9673	0.9252	0.9090	0.9049
Breast-cancer	0.9793	0.9171	0.9730	0.9218
Hayes	0.9874	0.9069	0.9108	0.8360
Abalone	0.9647	0.9224	0.9573	0.9082
Wine	0.9914	0.9772	0.9497	0.9739
Ionosphere	0.9943	0.9680	0.9059	0.9560
Iris	0.9890	0.9048	0.7945	0.9481
Scale	0.9850	0.8562	0.7845	0.8007
Average value	0.98022	0.92742	0.91374	0.9122