An Improved Feature Selection Based on Effective Range for Classification

Table 1

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

	10	30	50	70	90	110	130
PCC	84.38	82.29	80.21	78.13	79.17	79.17	80.21
Relief-F	69.79	72.92	72.92	75.00	68.75	66.67	82.29
IG	78.13	76.04	76.04	72.92	77.08	77.08	77.08
MRMR	71.88	79.17	79.17	80.21	81.25	80.21	79.17
ERGS	86.46	85.42	82.29	81.25	83.33	83.33	84.38
IFSER	93.75	86.46	83.33	83.33	83.33	80.21	79.17