Self-Adaptive MOEA Feature Selection for Classification of Bankruptcy Prediction Data

Table 7

Results summary for Experiments 8, 9, 10, 11, and 14 and for all databases.

Dataset	Experiment	ROC area	Condition	Run	NF	𝑅	𝑒I	Features	TM	TF	𝛾	𝐶/𝜇
Diane05	8	0.872	𝑒I ≤ 10%	c	12	77.1%	9.4%	8, 10, 12, 13, 15, 16, 18, 22, 23, 24, 25, 27	H	77.6%	0.62	108.73
			NF ≤ 5	i	4	64.6%	6.4%	15, 18, 27, 28	H	75.2%	0.03	336.98
	9	0.859	𝑒I ≤ 10%	b	10	72.0%	8.8%	7, 8, 10, 12, 13, 19, 22, 23, 25, 29	H	76.3%	0.26	701.29
			NF ≤ 5	c	5	63.0%	7.2%	13, 14, 18, 27, 28	H	76.0 %	0.05	29.51
	10	0.876	𝑒I ≤ 10%	d	7	72.0%	8.8%	8, 10, 11, 16, 22, 24, 27	H	76.2%	0.41	19.29
			NF ≤ 5	c	5	64.5%	7.3%	8, 18, 22, 28, 29	H	78.5%	0.22	107.89
	11	0.877	𝑒I ≤ 10%	a	18	77.0%	8.6%	5, 6, 7, 8, 10, 11, 12, 13, 16, 18, 19, 21, 22, 23, 24, 26, 28, 30	H	77.6%	0.35	25.35
			NF ≤ 5	h	4	60.4%	5.8%	3, 10, 14, 28	H	75.7%	0.21	6.48
	14	0.867	𝑒I ≤ 10%	f	13	76.0%	10.1%	5, 7, 12, 13, 16, 19, 21, 22, 23, 24, 25, 27, 28	H	76.0%	0.94	0.49
			NF ≤ 5	h	6	50.3%	3.7%	6, 14, 21, 24, 28, 29	H	76.1%	0.01	0.03
Diane06	8	0.981	𝑒I ≤ 10%	e	9	95.3%	8.0%	4, 11, 12, 13, 19, 21, 22, 25, 29	H	76.1%	1.03	157.00
			NF ≤ 5	b	3	68.1%	0.0%	1, 15, 28	H	78.1%	6.27	60.84
	9	0.985	𝑒I ≤ 10%	b	7	96.8%	8.0%	5, 7, 10, 11, 21, 24, 25	H	75.5%	1.15	371.95
			NF ≤ 5	b	5	92.9%	2.1%	7, 11, 21, 25, 28	H	75.4%	1.37	240.07
	10	0.982	𝑒I ≤ 10%	i	18	96.5%	8.3%	1, 3, 4, 6, 8, 11, 12, 13, 15, 16, 17, 19, 21, 22, 23, 24, 25, 30	H	77.1%	3.50	18.67
			NF ≤ 5	c	7	94.2%	8.0%	1, 4, 11, 21, 25, 27, 29	H	75.5%	0.32	57.04
	11	0.982	𝑒I ≤ 10%	d	18	95.0%	9.4%	1, 3, 5, 8, 10, 11, 12, 13, 15, 16, 17, 19, 21, 22, 26, 27, 28, 30	H	75.6%	2.39	17.30
			NF ≤ 5	e	10	94.2%	7.3%	1, 3, 4, 7, 11, 14, 16, 19, 22, 28	H	75.5%	7.43	880.32
	14	0.981	𝑒I ≤ 10%	h	11	96.2%	7.3%	1, 4, 7, 11, 13, 14, 16, 18, 20, 22, 28	H	75.6%	5.77	0.34
			NF ≤ 5	a	8	93.4%	3.6%	1, 11, 14, 19, 22, 24, 25, 30	H	75.8%	6.01	0.49
German	8	0.765	𝑒I ≤ 10%	h	11	57.5%	9.4%	1, 2, 3, 5, 8, 11, 12, 14, 16, 19, 20	H	76.8%	0.02	525.81
			NF ≤ 5	h	5	41.5%	4.9%	1, 3, 5, 8, 14	H	58.2%	0.08	669.49
	9	0.757	𝑒I ≤ 10%	c	7	50.8%	9.4%	1, 2, 3, 5, 7, 12, 13	H	59.6%	0.27	34.09
			NF ≤ 5	h	4	41.8%	6.5%	1, 3, 5, 8	H	75.3%	0.15	136.06
	10	0.749	𝑒I ≤ 10%	e	10	52.2%	9.6%	1, 2, 3, 5, 10, 14, 15, 16, 19, 20	H	72.1%	0.03	773.25
			NF ≤ 5	g	5	50.5%	8.2%	1, 2, 3, 5, 12	H	71.2%	0.17	669.11
	14	0.766	𝑒I ≤ 10%	c	4	32.6%	7.5%	1, 2, 5, 7	H	59.1%	0.50	0.47
			NF ≤ 5	c	4	32.6%	7.5%	1, 2, 5, 7	H	59.1%	0.50	0.47
Australian	8	0.964	𝑒I ≤ 10%	b	6	97.1%	9.6%	3, 4, 5, 8, 12, 14	H	76.7%	0.53	473.81
			NF ≤ 5	d	5	82.7%	3.5%	4, 8, 9, 13	H	71.9%	9.48	75.61
	9	0.957	𝑒I ≤ 10%	g	6	95.3%	9.6%	2, 3, 4, 5, 8, 10	H	71.0%	1.12	8.05
			NF ≤ 5	a	5	90.9%	8.0%	4, 5, 8, 11, 13	H	77.6%	8.50	106.32
	10	0.960	𝑒I ≤ 10%	j	5	92.9%	8.8%	6, 8, 9, 13, 14	H	71.5%	1.13	839.90
			NF ≤ 5	j	5	92.9%	8.8%	6, 8, 9, 13, 14	H	71.5%	1.13	839.90
	14	0.967	𝑒I ≤ 10%	e	5	93.2%	9.5%	5, 6, 8, 9, 12	H	70.5%	1.30	0.29
			NF ≤ 5	e	5	93.2%	9.5%	5, 6, 8, 9, 12	H	70.5%	1.30	0.29