Synthetic Tabular Data Generation Evaluation on 11 Tabular Datasets Average (test)
0.086RMSECDTD
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| CDTDnoise schedule=single2023.12 | 0.086 | 2 | 1.5 | 0.792 | 76.1 | 0.015 | 0.01 | 0.927 | |
| ARF2023.12 | 0.091 | 5.3 | 2 | 1.321 | 93.3 | 0.011 | 0.011 | 1.588 | |
| CDTDnoise schedule=per type2023.12 | 0.091 | 1.5 | 1.4 | 0.684 | 73.9 | 0.016 | 0.008 | 0.867 | |
| CDTDnoise schedule=per feature2023.12 | 0.102 | 1.4 | 1.5 | 0.92 | 77 | 0.018 | 0.009 | 0.76 | |
| CoDi2023.12 | 0.278 | 4.8 | 3.9 | 2.383 | 94.7 | 0.073 | 0.059 | 2.838 | |
| TabSyn2023.12 | 0.309 | 11.1 | 6.6 | 2.097 | 85.8 | 0.052 | 0.017 | 2.648 | |
| SMOTE2023.12 | 0.366 | 6.8 | 4.3 | 1.287 | 86.9 | 0.077 | 0.011 | 1.813 | |
| CTGAN2023.12 | 0.635 | 13 | 8 | 2.19 | 98.6 | 0.101 | 0.024 | 3.317 | |
| TabDDPM2023.12 | 0.674 | 2 | 2.3 | 3.001 | 79 | 0.086 | 0.05 | 2.061 | |
| TVAE2023.12 | 0.868 | 7.4 | 6.5 | 2.707 | 97.7 | 0.135 | 0.023 | 1.602 |