Software Defect Prediction Based on Hybrid Swarm Intelligence and Deep Learning

Table 11

LR1 experimental results.

	Precision	Recall rate	F-measure	AUC
Grid	0.51	0.32	0.36	0.64
Grid + self-encoding	0.61	0.39	0.47	0.68
Random	0.50	0.30	0.31	0.63
Random + self-encoding	0.60	0.35	0.43	0.66
PSO	0.57	0.46	0.50	0.71
PSO + self-encoding	0.64	0.56	0.59	0.76
WPA	0.61	0.53	0.56	0.74
WPA + self-encoding	0.64	0.57	0.60	0.76
WPA_PSO	0.62	0.58	0.59	0.77
WPA_PSO + self-encoding	0.62	0.64	0.62	0.79