Research Article
Software Defect Prediction Based on Hybrid Swarm Intelligence and Deep Learning
Table 10
CW4 experimental results.
| | Precision | Recall rate | F-measure | AUC |
| Grid | 0.44 | 0.17 | 0.23 | 0.58 | Grid + self-encoding | 0.62 | 0.23 | 0.33 | 0.60 | Random | 0.54 | 0.21 | 0.29 | 0.60 | Random + self-encoding | 0.64 | 0.27 | 0.35 | 0.62 | PSO | 0.61 | 0.27 | 0.37 | 0.62 | PSO + self-encoding | 0.67 | 0.33 | 0.44 | 0.65 | WPA | 0.65 | 0.33 | 0.43 | 0.64 | WPA + self-encoding | 0.67 | 0.34 | 0.44 | 0.65 | WPA_PSO | 0.73 | 0.36 | 0.48 | 0.67 | WPA_PSO + self-encoding | 0.73 | 0.38 | 0.50 | 0.68 |
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