Summary of diagnostic results of QDSF data set
| Unbalanced categories | Proportion | Nosampling CNN | Nosampling SE_Res | SMOTE SE_Res | ADASYN SE_Res | CGAN SE_Res |
|---|---|---|---|---|---|---|
| 0.135IRF 0.45IRF | 20:1 10:1 5:1 2:1 | 69.85 71.43 70.04 68.44 86.79 | 73.52 73.44 73.39 74.06 87.85 | 81.23 84.68 88.98 88.49 88.51 | 84.63 85.85 86.00 84.19 87.67 | 85.42 87.46 95.17 98.61 99.60 |
| 0.3ORF 0.45ORF | 20:1 10:1 5:1 2:1 | 72.08 72.71 73.32 90.69 92.48 | 73.40 75.18 79.29 91.31 93.72 | 87.63 88.08 88.75 89.01 88.96 | 85.25 86.82 87.04 87.02 87.04 | 88.12 90.00 99.10 99.16 99.87 |
| Unbalanced | Proportion | Nosampling CNN | Nosampling | SMOTE | ADASYN | CGAN |
|---|---|---|---|---|---|---|
| 0.135IRF | 20:1 | 69.85 | 73.52 | 81.23 | 84.63 | |
| 0.3ORF | 20:1 | 72.08 | 73.40 | 87.63 | 85.25 |