An Improved Feature Selection Based on Effective Range for Classification

Table 2

Classification accuracies (%) of different feature selection methods with C4.5 on Leukemia1 database.

	10	30	50	70	90	110	130
PCC	88.89	88.89	88.89	87.50	87.50	87.50	87.50
Relief-F	75.00	79.17	75.00	80.56	81.94	79.17	80.56
IG	80.56	84.72	84.72	84.72	84.72	84.72	84.72
MRMR	84.72	84.72	84.72	84.72	84.72	84.72	84.72
ERGS	88.89	88.89	88.89	88.89	88.89	88.89	88.89
IFSER	84.72	84.72	86.11	90.28	90.28	88.89	87.50