Research Article

Software Defect Prediction Based on Hybrid Swarm Intelligence and Deep Learning

Table 15

SF1 experimental results.

PrecisionRecall rateF-measureAUC

Grid0.690.260.380.62
Grid + self-encoding0.710.290.400.64
Random0.710.280.400.63
Random + self-encoding0.710.340.460.66
PSO0.670.360.450.66
PSO + self-encoding0.700.410.510.69
WPA0.720.420.520.69
WPA + self-encoding0.750.480.580.73
WPA_PSO0.730.490.590.73
WPA_PSO + self-encoding0.760.520.620.75