Summary of diagnostic results of CWRU dataset
| Unbalanced categories | Proportion | Nosampling CNN | Nosampling SE_Res | SMOTE SE_Res | ADASYN SE_Res | CGAN SE_Res |
|---|---|---|---|---|---|---|
| 0.007IRF 0.014IRF 0.021IRF | 20:1 10:1 5:1 2:1 | 69.76 70.08 74.64 85.64 | 70.38 70.92 74.50 88.24 | 78.70 85.52 92.06 96.72 | 80.08 86.28 89.96 92.04 | 81.28 88.58 91.32 99.70 |
| 0.007ORF 0.014ORF 0.0210RF | 20:1 10:1 5:1 2:1 | 60.34 69.46 75.08 84.42 | 69.76 71.50 85.48 88.96 | 80.58 86.62 92.42 97.50 | 79.04 82.42 89.96 94.08 | 82.00 87.68 95.72 99.02 |
| 0.007BF 0.014BF 0.021BF | 20:1 10:1 5:1 2:1 | 69.88 73.74 77.28 81.84 | 71.60 75.64 79.86 90.28 | 83.10 87.54 93.00 97.06 | 82.28 86.74 91.46 94.20 | 86.92 89.84 98.54 99.48 |
| Unbalanced | Proportion | |||||
|---|---|---|---|---|---|---|
| 0.007IRF | 20:1 | 69.76 | 70.38 | 78.70 | 80.08 | |
| 0.007ORF | 20:1 | 60.34 | 69.76 | 80.58 | 79.04 | |
| 0.007BF | 20:1 | 69.88 | 71.60 | 83.10 | 82.28 |