Software Defect Prediction Based on Hybrid Swarm Intelligence and Deep Learning

Table 13

PC6 experimental results.

	Precision	Recall rate	F-measure	AUC
Grid	0.13	0.09	0.11	0.54
Grid + self-encoding	0.42	0.27	0.33	0.63
Random	0.51	0.38	0.42	0.68
Random + self-encoding	0.70	0.45	0.53	0.71
PSO	0.71	0.49	0.57	0.73
PSO + self-encoding	0.72	0.53	0.61	0.75
WPA	0.72	0.53	0.61	0.75
WPA + self-encoding	0.73	0.56	0.63	0.77
WPA_PSO	0.73	0.55	0.62	0.76
WPA_PSO + self-encoding	0.74	0.56	0.64	0.77