Synthetic Tabular Data Generation on 11 Tabular Datasets Average Rank (test)
2.6RMSECDTD
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| CDTDGranularity=per type2023.12 | 2.6 | 2.3 | 2.7 | 2 | 1.6 | 2.8 | 3.2 | 3.9 | |
| CDTDGranularity=per feature2023.12 | 3.2 | 3.5 | 3.7 | 2.8 | 3.3 | 4.1 | 3.4 | 3 | |
| ARF2023.12 | 3.4 | 6.2 | 5.7 | 5.7 | 6.1 | 1.2 | 5.8 | 6.5 | |
| SMOTE2023.12 | 3.6 | 4.2 | 4.3 | 5 | 5.7 | 7.2 | 3.2 | 5.8 | |
| CDTDGranularity=single2023.12 | 4 | 4 | 3.3 | 3.4 | 3.1 | 2.5 | 4.5 | 4.1 | |
| CoDi2023.12 | 7 | 6.5 | 6.8 | 7 | 7.9 | 7.2 | 8.4 | 6.6 | |
| TabSyn2023.12 | 7.2 | 8.2 | 8.2 | 7.1 | 6.2 | 6.8 | 5.8 | 6.3 | |
| TVAE2023.12 | 7.8 | 8 | 7.8 | 7.9 | 7.6 | 8.8 | 7.9 | 6.1 | |
| CTGAN2023.12 | 8 | 8 | 8.3 | 8.3 | 8.8 | 7.6 | 7.4 | 8.4 | |
| TabDDPM2023.12 | 8.4 | 4.3 | 4.3 | 6 | 4.8 | 6.9 | 5.6 | 4.5 |