Table 4.

Classification comparison of different gene ranking algorithms using Colon dataset

Dataset	Classifier	Algorithm
		Gain Ratio	GA/KNN	GE	MF-GE
Colon	C4.5	71.49	62.43 ± 2.78	73.08 ± 2.77	76.64 ± 1.53
	Random Forests	63.66	73.48 ± 2.09	71.86 ± 2.02	74.35 ± 2.01
	3-Nearest Neighbor	68.02	73.83 ± 1.57	75.43 ± 0.92	77.01 ± 2.09
	7-Nearest Neighbor	65.43	67.62 ± 1.45	68.39 ± 1.76	68.78 ± 2.32
	Naive Bayes	70.61	72.12 ± 1.68	76.46 ± 2.14	75.07 ± 2.38
	Mean	68.84	69.90	73.04	74.37
	Majority Voting	70.56	73.37 ± 1.84	75.81 ± 2.00	76.98 ± 1.06