An Improved Feature Selection Based on Effective Range for Classification

Table 7

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

	10	30	50	70	90	110	130
PCC	88.89	88.89	90.28	93.06	91.67	91.67	91.67
Relief-F	69.44	83.33	83.33	83.33	87.50	93.06	94.44
IG	83.33	83.33	94.44	94.44	94.44	94.44	94.44
MRMR	88.89	90.28	93.06	93.06	93.06	93.06	93.06
ERGS	86.11	86.11	93.06	93.06	91.67	93.06	93.06
IFSER	84.27	91.67	93.06	91.67	88.89	90.28	94.44