An Improved Feature Selection Based on Effective Range for Classification

Table 3

Classification accuracies (%) of different feature selection methods with C4.5 on Leukemia2 database.

	10	30	50	70	90	110	130
PCC	80.56	83.33	87.50	87.50	87.50	86.11	86.11
Relief-F	77.78	75.00	84.72	86.11	80.56	77.78	76.39
IG	84.72	87.50	87.50	87.50	87.50	87.50	87.50
MRMR	84.72	88.89	88.89	88.89	88.89	88.89	88.89
ERGS	86.11	84.72	88.89	88.89	88.89	87.50	87.50
IFSER	79.17	88.89	90.28	88.89	88.89	87.50	88.89