Inference of Biochemical S-Systems via Mixed-Variable Multiobjective Evolutionary Optimization

Table 2

Comparison between IM-MOEO and L1-DPSO for the artificial network S1.

NR		Method
Free	1	IM-MOEO	4.928	0.0	0.0	0.996	0.0	−1.008	9.908	2.026	0.0	0.0	0.0	0.0
		L1-DPSO	4.387	0.0	0.0	1.425	0.0	−0.896	9.567	1.465	0.0	0.0	0.0	0.0
	2	IM-MOEO	9.985	2.002	0.0	0.0	0.0	0.0	9.983	0.0	2.003	0.0	0.0	0.0
		L1-DPSO	9.324	1.789	0.0	0.0	0.0	0.0	10.562	0.0	2.058	0.0	0.0	0.0
	3	IM-MOEO	5.381	0.0	−1.309	0.0	0.0	0.0	4.040	0.0	−1.459	1.984	0.0	0.0
		L1-DPSO	10.879	0.0	−1.659	0.0	0.0	0.0	9.847	0.0	−1.245	1.875	0.0	0.0
	4	IM-MOEO	7.966	0.0	0.0	2.023	0.0	−1.007	9.993	0.0	0.0	0.0	1.952	0.0
		L1-DPSO	7.795	0.0	0.0	2.054	0.0	−1.021	9.739	0.0	0.0	0.0	1.975	0.0
	5	IM-MOEO	9.962	0.0	0.0	0.0	2.005	0.0	9.967	0.0	0.0	0.0	0.0	2.014
		L1-DPSO	9.632	0.0	0.0	0.0	2.056	0.0	9.567	0.0	0.0	0.0	0.0	2.136
5%	1	IM-MOEO	5.417	0.0	0.0	0.893	0.0	−0.1.011	9.834	1.527	0.0	0.0	0.0	0.0
		L1-DPSO	4.332	−0.070	−0.098	1.783	0.070	−0.568	10.235	1.235	−0.030	0.138	0.042	0.027
	2	IM-MOEO	8.376	1.635	0.0	0.0	0.0	0.0	8.966	0.0	2.609	−0.674	0.0	0.0
		L1-DPSO	9.299	1.549	−0.089	−0.025	−0.139	−0.139	11.263	−0.133	2.432	0.048	−0.038	−0.150
	3	IM-MOEO	1.234	0.0	−0.690	−0.3555	−0.886	0.0	1.137	0.0	0.0	0.0	0.0	0.0
		L1-DPSO	10.771	0.086	−2.568	0.003	−0.145	0.010	9.076	−0.101	−1.569	2.564	−0.092	−0.062
	4	IM-MOEO	7.513	0.0	0.0	1.379	0.0	−1.059	9.953	0.0	0.0	0.0	1.624	0.0
		L1-DPSO	8.214	−0.144	−0.092	2.785	−0.048	−0.626	9.671	0.032	0.148	−0.087	2.568	0.039
	5	IM-MOEO	10.00	0.0	0.0	0.0	1.686	0.0	8.316	0.0	0.0	0.0	0.0	1.586
		L1-DPSO	9.490	0.135	0.090	0.081	1.865	0.101	11.167	0.142	0.118	0.023	0.040	2.461
15%	1	IM-MOEO	4.355	0.0	0.0	0.619	0.0	−1.063	9.960	1.791	0	0	0	0
		L1-DPSO	3.987	−0.137	−0.432	2.654	0.426	−1.986	8.987	1.869	−0.086	−0.046	−0.137	0.078
	2	IM-MOEO	3.535	2.057	−0.779	0	0	0	0.00	0	0	0	0	0
		L1-DPSO	11.786	3.123	0.405	0.218	0.237	−0.258	11.786	−0.208	3.215	0.415	0.310	−0.461
	3	IM-MOEO	2.481	0.821	0.0	0.0	−2.379	0	1.737	0	0	0.0	0	0
		L1-DPSO	11.126	−0.020	−3.126	0.083	0.011	0.207	11.126	−0.244	−1.986	3.412	0.475	−0.369
	4	IM-MOEO	5.779	0.0	0.0	1.897	−0.839	−0.942	6.983	0.0	0.0	0.0	0.0	0.0
		L1-DPSO	6.976	0.0	0.0	0.0	1.116	−0.646	4.722	0.0	0.0	0.0	0.0	0.0
	5	IM-MOEO	6.976	0.0	0.0	0.0	1.116	−0.646	4.722	0.0	0.0	0.0	0.0	0.0
		L1-DPSO	8.334	0.208	0.357	−0.327	3.214	0.295	8.334	−0.038	−0.428	−0.318	0.282	3.604
25%	1	IM-MOEO	8.150	−0.272	0.0	0.645	0.0	−0.495	8.089	0.0	0.0	0.0	0.0	0.0
		L1-DPSO	7.894	0.481	−0.759	3.879	0.946	−2.963	19.235	4.651	−0.326	0.356	0.738	0.526
	2	IM-MOEO	10.00	0.8838	−0.2913	0.0	0.0	0.0	6.087	0.0	0.0	0.0	0.0	0.0
		L1-DPSO	15.031	4.129	0.110	−0.491	−0.557	−0.423	18.605	−0.215	4.152	0.627	0.494	−0.723
	3	IM-MOEO	6.689	0.0	−0.257	−0.909	0.0	0.0	6.336	0.0	0.0	0.0	0.0	0.0
		L1-DPSO	18.678	0.859	−4.214	−0.388	0.305	−0.042	15.065	−0.581	−2.546	4.421	−0.170	0.556
	4	IM-MOEO	7.2311	0.0	−0.290	0.0	0.0	−0.681	9.319	0.0	0.0	−0.591	0.0	0
		L1-DPSO	6.579	−0.215	0.199	4.568	−0.635	−2.655	17.036	0.250	0.859	0.258	5.123	0.190
	5	IM-MOEO	6.773	0.0	0.0	0.0	0.0	0.0	1.342	0.0	0.825	0.0	−1.415	0.0
		L1-DPSO	6.598	−0.941	0.487	−0.833	4.125	−0.564	14.905	0.060	−0.106	0.785	−0.349	4.843