Table 12.

Comparison of average classification accuracy in Colon tumor dataset.

Classifier/Feature selection		NB	DT	SVM	k-NN	Average
Chi		81.11	85.71	80.88	85.48	83.30
Info		79.95	83.64	81.57	86.18	82.84
RF		84.56	82.26	82.49	84.10	83.35
SU		79.49	86.18	80.88	85.25	82.95
α DD (α depended degree)	1	76.50	75.58	75.81	80.18	77.02
	0.95	75.58	78.80	70.51	74.88	74.94
	0.9	78.57	82.95	83.18	86.18	82.72
	0.85	83.64	83.64	84.33	85.71	84.33
	0.80	83.64	83.87	83.18	84.56	83.81
	0.75	78.80	78.11	78.34	80.87	79.03
	0.7	81.57	80.64	82.26	83.41	81.57

The two largest average values are highlighted in boldface.