Construction of Gene Regulatory Networks Using Recurrent Neural Networks and Swarm Intelligence

Table 6

Comparison of BAPSO results for the GNW dataset of yeast with PSO and eDSF [46].

Threshold	PSO	BAPSO_full	BAPSO_half	eDSF [46]	PSO	BAPSO_full	BAPSO_half	eDSF [46]
	TPR				FPR
0.5	0.42	0.50	0.33	0.50	0.14	0.15	0.17	0.19
0.6	0.42	0.50	0.33	0.42	0.13	0.15	0.17	0.14
0.7	0.42	0.50	0.33	0.42	0.08	0.14	0.16	0.14
0.8	0.42	0.50	0.33	0.42	0.08	0.14	0.16	0.15
0.9	0.42	0.42	0.33	0.42	0.06	0.11	0.14	0.13
1.0	0.42	0.42	0.33	0.25	0.05	0.10	0.13	0.08
	Accuracy				Graph edges
0.5	0.81	0.81	0.77	Not available	17	17	19	19
0.6	0.82	0.81	0.77		16	16	19	19
0.7	0.86	0.82	0.78		12	12	18	18
0.8	0.86	0.82	0.78		12	12	18	18
0.9	0.88	0.83	0.80		10	10	16	15
1.0	0.89	0.84	0.81		9	9	15	14