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

Table 6

Results summary for Experiments 1, 2, and 12 and for all databases.

Data set	Experiment	Condition	Run	NF	Acc	Features	TM	TF	𝛾	𝐶/𝜇
Diane05	1	Best	e	11	81.94%	7, 8, 10, 12, 14, 18, 21, 22, 24, 27, 30	H	70.00%	0.10	10.00
		NF ≤ 10	d	10	81.67%	3, 8, 10, 14, 15, 19, 21, 22, 24, 30	H	70.00%	0.10	10.00
		NF ≤ 5	e	5	80.00%	7, 8, 18, 21, 30	H	70.00%	0.10	10.00
	2	Best	f	10	85.81%	7, 8, 10, 13, 18, 21, 22, 23, 27, 28	H	75.32%	0.16	866.44
		NF ≤ 10	f	10	85.81%	7, 8, 10, 13, 18, 21, 22, 23, 27, 28	H	75.32%	0.16	866.44
		NF ≤ 5	f	5	81.17%	7, 13, 21, 23, 29	H	74.38%	0.01	844.37
	12	Best	b	11	85.57%	7, 10, 12, 13, 15, 16, 18, 22, 23, 24, 27	H	75.16%	0.77	0.46
		NF ≤ 10	e	9	84.56%	5, 6, 10, 12, 13, 19, 21, 22, 29	H	75.21%	0.59	0.47
		NF ≤ 5	e	5	80.21%	1, 10, 12, 13, 29	H	75.94%	1.90	0.49
Diane06	1	Best	e	12	94.17%	1, 8, 9, 10, 11, 12, 14, 18, 20, 21, 24, 26	H	70.00%	0.10	10.00
		NF ≤ 10	e	10	93.06%	1, 8, 9, 10, 11, 14, 20, 21, 24, 26	H	70.00%	0.10	10.00
		NF ≤ 5	e	5	91.94%	1, 9, 11, 14, 24	H	70.00%	0.10	10.00
	2	Best	b	11	95.99%	1, 10, 11, 12, 15, 19, 21, 24, 25, 27, 29	H	73.04%	0.13	697.55
		NF ≤ 10	b	10	95.73%	1, 10, 11, 12, 15, 19, 21, 24, 25, 27	H	72.63%	0.21	705.63
		NF ≤ 5	a	5	92.38%	11, 14, 19, 24, 28	H	74.86%	0.17	281.47
	12	Best	e	17	95.95%	1, 2, 8, 10, 11, 12, 13, 14, 19, 20, 21, 22, 23, 24, 25, 29, 30	H	75.29%	2.45	0.18
		NF ≤ 10	a	9	95.43%	1, 10, 11, 12, 14, 15, 19, 21, 24	H	72.70%	3.45	0.27
		NF ≤ 5	a	5	93.92%	10, 11, 14, 19, 28	H	75.33%	2.08	0.34
German	1	Best	d	14	80.00%	1, 2, 3, 5, 6, 10, 12, 14, 15, 16, 17, 18, 19, 20	H	70.00%	0.10	10.00
		NF ≤ 10	e	10	78.67%	1, 2, 3, 5, 6, 7, 10, 12, 18, 19	H	70.00%	0.10	10.00
		NF ≤ 5	a	5	75.33%	1, 3, 5, 8, 19	H	70.00%	0.10	10.00
	2	Best	h	16	81.25%	1, 2, 3, 5, 6, 738310, 11, 12, 14, 15, 17, 18, 19, 20	H	68.04%	0.01	534.75
		NF ≤ 10	a	10	78.99%	1, 2, 3, 4, 6, 8, 11, 12, 15, 19	H	58.63%	0.05	62.26
		NF ≤ 5	c	5	77.16%	1, 3, 5, 7, 12	H	58.45%	0.17	72.52
	12	Best	h	7	80.29%	1, 2, 3, 5, 8, 11, 14	H	58.40%	0.14	0.45
		NF ≤ 10	h	7	80.29%	1, 2, 3, 5, 8, 11, 14	H	58.40%	0.14	0.45
		NF ≤ 5	b	5	77.43%	1, 5, 12, 13, 14	H	77.48%	1.41	0.45
Australian	1	Best	h	7	91.35%	1, 6, 8, 10, 12, 13, 14	H	70.00%	0.10	10.00
		NF ≤ 5	h	5	89.42%	6, 8, 9, 10, 14	H	70.00%	0.10	10.00
	2	Best	g	9	93.00%	2, 4, 5, 6, 8, 10, 11, 13, 14	H	70.94%	0.02	180.23
		NF ≤ 5	e	5	92.16%	2, 4, 6, 8, 9	H	70.48%	0.58	321.06
	12	Best	j	10	92.86%	2, 3, 4, 5, 6, 8, 10, 11, 12, 14	H	77.61%	2.06	0.34
		NF ≤ 5	b	5	92.00%	3, 4, 5, 8, 10	H	71.02%	2.65	0.34