Table 10.
Average and std of performance metrics computed on 10 synthetic datasets generated from RESPIR large-set
| PCD ↓ | Log-Cluster ↓ | CrCl-RS (1) | CrCl-SR (1) | Supp. Coverage ↑ | |
|---|---|---|---|---|---|
| Method | |||||
| IM | 9.35 (0.0) | -3.85 (0.1) | 0.68 (0.0) | 1.0 (0.0) | 0.98 (0.0) |
| BN | 4.59 (0.02) | -4.13 (0.14) | 0.91 (0.0) | 1.0 (0.01) | 0.98 (0.0) |
| PoM | 1.66 (0.01) | -6.56 (0.25) | 0.85 (0.0) | 1.01 (0.0) | 0.99 (0.0) |
| CLGP | 0.71 (0.02) | -7.67 (0.56) | 0.94 (0.0) | 1.02 (0.0) | 1.0 (0.0) |
| MC-MedGAN | - (-) | -1.39 (0.0) | 0.74 (0.03) | 0.56 (0.0) | 0.15 (0.0) |
| MICE-LR | 1.35 (0.03) | -6.38 (0.15) | 0.85 (0.0) | 1.07 (0.0) | 0.99 (0.0) |
| MICE-LR-DESC | 2.9 (0.02) | -7.15 (0.23) | 0.85 (0.0) | 1.05 (0.0) | 0.99 (0.0) |
| MICE-DT | 0.13 (0.01) | -10.79 (0.78) | 1.02 (0.0) | 1.0 (0.0) | 0.98 (0.0) |
CLGP presented the overall best performance