Running Time for Synthetic Data Generation on Diabetes
13.5Running TimetabDDPM
Evaluation results
| Method | Links | |
|---|---|---|
| tabDDPMTraining steps=5000, Number of synthetic samples=25002026.05 | 13.5 | |
| DiffICLNumber of synthetic samples=2500, Pre-training time=excluded2026.05 | 18.17 | |
| TVAETraining steps=2000, Number of synthetic samples=25002026.05 | 21.12 | |
| CTGANTraining steps=2000, Number of synthetic samples=25002026.05 | 40.37 | |
| CTABGAN+Training steps=2000, Number of synthetic samples=25002026.05 | 52.12 | |
| GReaTTraining steps=2000, Number of synthetic samples=25002026.05 | 169.86 | |
| TabSYNTraining steps=2000, Number of synthetic samples=25002026.05 | 628.47 | |
| TabDiffTraining steps=2000, Number of synthetic samples=25002026.05 | 686.19 |