Table 10.

MOSMA vs. MOSA and ENS-MOEA/D on HPO in a 10-fold Cross-Validation Scenario.

	XGB									LGBM
	MOSA			ENS-MOEA/D			MOSMA			MOSA			ENS-MOEA/D			MOSMA
Project	ACC%	Popt%	TT	ACC%	Popt%	TT	ACC%	Popt%	TT	ACC%	Popt%	TT	ACC%	Popt%	TT	ACC%	Popt%	TT
BUG	3	1.8	273	2.6	1.5	262	11.9	2.2	247	18.7	6.2	43	18.5	5	61	19.5	6.8	25
COL	27.2	21.5	213	27.7	17.7	192	28.5	22	176	52.9	25.5	54	45.2	26.9	108	54.8	27.8	11
JDT	39.9	21.7	715	34.9	22.4	594	43.1	23.4	577	31.6	13.6	213	28.2	10.8	96	32.1	15.1	77
PLA	44.7	23.6	293	42.6	23	461	46.2	24.8	277	29.8	10.2	74	29.6	11.5	127	29.9	13	58
MOZ	58.1	23.2	781	58.5	22.3	777	58.8	23.8	716	67.5	17.5	66	63.5	16.9	112	72.8	18	57
POS	29.2	19.8	647	29.3	16.9	716	33.1	20.7	636	27.3	14.2	102.7	23.6	14.1	80	32.2	15.6	46
MEAN	33.7	18.6	487	32.6	17.3	500	36.9	19.5	438	38	14.5	91.9	34.8	14.2	97	40.2	16.1	46