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Table 2 Performance of algorithms over multiple runs using the 5-gene synthetic dataset, under three criteria: robustness over multiple runs, qualitative interactions and number of function calls performed

From: Comparison of evolutionary algorithms in gene regulatory network model inference

Criteria PEACE1 GA+ ES GA+ ANN GLSDC DE+ AIC
Robustness (Kinetic orders/Rate constants variance) 0.25175/4.22818 0.4861/3.0170 0.07236 0.08449/2.0419 0.21534/6.41834
Identified interactions (Sensitivity/Specificity) 0.55384/0.82702 0.6483/0.8902 0.74074/0.8125 0.72307/0.67837 0.58461/0.81081
Function calls 1650000 3750000 2500 × 20000 ANN epochs 100000 275000