Robust Feature Selection from Microarray Data Based on Cooperative Game Theory and Qualitative Mutual Information

Table 2

Maximum values of accuracy and average accuracy of feature selection methods on eleven microarray data sets.

Data set	Classifier	Accuracy	Proposed approach	CGFS-SU	Fisher	mRMR
11_Tumors	NN	Max	74.73	74.08	71.79	74.11
		Average	71.16	70.02	65.39	56.26
	SVM	Max	79.86	81.01	75.94	79.37
		Average	77.07	76.34	70.36	63.59
	Naive Bayes	Max	84.96	82.67	77.58	83.16
		Average	74.75	77.62	69.83	72.46
	DecisionTree	Max	64.37	62.05	60.35	61.07
		Average	61.64	60.20	56.05	50.33
14_Tumors	NN	Max	48.34	44.73	47.11	41.86
		Average	44.99	40.08	43.13	35.66
	SVM	Max	46.07	48.35	47.06	45.76
		Average	42.13	44.33	39.42	41.67
	Naive Bayes	Max	45.22	41.18	40.92	37.23
		Average	43.87	40.19	59.8	37.04
	DecisionTree	Max	46.05	43.81	41.25	37.98
		Average	41.67	39.90	37.98	33.76
9_Tumors	NN	Max	53.33	56.66	45	61.66
		Average	48.66	48.33	41.99	49.46
	SVM	Max	55	56.66	51.66	56.66
		Average	52.33	52	44.66	51.66
	Naive Bayes	Max	53.33	56.18	51.8	48.32
		Average	52.87	51.9	50.35	46.90
	DecisionTree	Max	50	48.33	41.66	46.66
		Average	42	40.66	37	42
Brain_Tumor1	NN	Max	90	90	83.33	90
		Average	88	88.22	80.44	88.66
	SVM	Max	93.33	92.22	82.22	94.44
		Average	85.33	86.44	71.11	87.77
	Naive Bayes	Max	85.55	82.22	85.55	84.44
		Average	83.77	81.11	81.11	82.44
	DecisionTree	Max	78.44	71.11	72.44	70.22
		Average	80	73.33	74.44	72.22
Brain_Tumor2	NN	Max	74	74	68	74
		Average	70.4	66	65.2	66
	SVM	Max	84	84	80	84
		Average	80	75.6	74	75.6
	Naive Bayes	Max	82	80	68	80
		Average	73.2	68.8	63.2	68.8
	DecisionTree	Max	60	56	60	54
		Average	50	52.40	53.20	50.40
Leukemia1	NN	Max	91.60	90.35	91.78	91.60
		Average	89.14	86.75	87.60	88.10
	SVM	Max	93.21	96.07	94.46	93.03
		Average	92.82	92.10	88.17	90.78
	Naive Bayes	Max	97.32	97.32	94.64	97.14
		Average	94.46	95.89	92.89	95.28
	DecisionTree	Max	91.78	87.85	87.67	90.35
		Average	90.32	85	81.82	88.71
Leukemia2	NN	Max	93.21	95.89	87.50	93.21
		Average	91.25	90.82	83.10	87.53
	SVM	Max	94.64	93.03	87.67	93.21
		Average	92.07	90.25	79.14	90.99
	Naive Bayes	Max	70.71	69.28	51.07	59.64
		Average	69.89	64.39	47.67	54.89
	DecisionTree	Max	88.75	90.17	85.89	87.67
		Average	86.53	86.03	77.60	84.21
Lung_Cancer	NN	Max	89.69	89.66	85.76	90.11
		Average	84.82	87.84	84.17	84.32
	SVM	Max	93.66	93.57	92.66	93.61
		Average	91.06	91.90	89.19	83.36
	Naive Bayes	Max	96.09	96.57	91.69	66.07
		Average	92.35	92.55	90.57	60.12
	DecisionTree	Max	88.16	86.28	83.28	87.26
		Average	85.42	85.17	81.86	79.46
SRCBT	NN	Max	98.75	97.56	98.75	98.75
		Average	96.80	94.13	96.25	97
	SVM	Max	100	97.63	97.5	100
		Average	99	94.13	94.88	98.52
	Naive Bayes	Max	98.75	98.75	100	98.75
		Average	97.27	95.33	94.88	95.75
	DecisionTree	Max	87.91	85.41	89.16	88.05
		Average	82.55	83.55	85.08	80.08
Prostate_Tumor	NN	Max	90.36	84.45	92.27	83.54
		Average	87.70	84.03	85.43	81.89
	SVM	Max	93.36	92.27	92.27	88.45
		Average	89.38	90.14	91.49	81.25
	Naive Bayes	Max	91.27	85.45	82.45	79.45
		Average	90.12	82.03	80.85	77.45
	DecisionTree	Max	91.27	80.36	82.36	76.27
		Average	87.07	78.36	78.92	73.41
DLBCL	NN	Max	93.39	88.03	86.78	88.39
		Average	90.67	86.03	85.53	84.21
	SVM	Max	96.07	92.32	90.71	83.21
		Average	92.92	88.14	86.67	78
	Naive Bayes	Max	91.96	93.57	84.46	83.03
		Average	87.10	90.64	83.21	79.71
	DecisionTree	Max	83.21	81.78	82.58	81.78
		Average	81.39	78.60	80.78	78.53