An Improved Feature Selection Based on Effective Range for Classification

Table 6

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

	10	30	50	70	90	110	130
PCC	93.06	94.44	95.83	97.22	95.83	97.22	95.83
Relief-F	69.44	76.31	75.00	75.00	73.61	76.39	80.56
IG	93.06	94.44	91.67	93.06	93.06	94.44	93.06
MRMR	88.89	93.06	90.28	93.06	93.06	94.44	93.06
ERGS	94.44	95.83	94.44	95.83	95.83	95.83	95.83
IFSER	81.94	91.67	93.06	91.67	97.22	94.44	95.83