Tabular Data Synthesis on Small Benchmark
12.407ShapeCTGAN
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| CTGANTraining Time=3.741±0.594, Inference Time=1.630±0.6292026.03 | 12.407 | 12.296 | 12.296 | 11.815 | 12.63 | 12.667 | 2.685 | |
| TVAETraining Time=2.852±0.602, Inference Time=2.074±0.9172026.03 | 11.593 | 11.444 | 11.481 | 9.963 | 11.259 | 10.704 | 2.537 | |
| FDTraining Time=10.630±1.573, Inference Time=7.185±0.4832026.03 | 9.407 | 5.407 | 8.407 | 7 | 8.481 | 5.333 | 6.648 | |
| TabDDPMTraining Time=7.741±3.108, Inference Time=11.111±2.3422026.03 | 9.111 | 10.148 | 8.519 | 8.556 | 8.074 | 7.185 | 7.352 | |
| ARFTraining Time=2.074±1.072, Inference Time=3.926±0.8292026.03 | 7.852 | 9.704 | 9.222 | 5.333 | 10.63 | 10.037 | 3.278 | |
| FFTraining Time=10.074±0.958, Inference Time=5.593±0.6362026.03 | 7.444 | 5 | 6.556 | 6.926 | 3.185 | 5.037 | 9.278 | |
| UTTraining Time=5.407±0.888, Inference Time=12.481±1.2212026.03 | 7.222 | 7.148 | 7.037 | 6.741 | 7.407 | 7.37 | 8.093 | |
| SMOTEInference Time=2.769±1.1772026.03 | 6.654 | 5.154 | 6.885 | 7.769 | 3.462 | 4.808 | 10.923 | |
| XGenB-DFSpecification=x-DDPM, Training Time=9.370±1.925, Inference Time=10.444±1.2812026.03 | 5.093 | 5.074 | 5.222 | 4.741 | 3.037 | 4.593 | 9.926 | |
| XGenB-DFSpecification=v-DDPM, Training Time=9.148±1.134, Inference Time=10.296±0.8692026.03 | 4.259 | 4.741 | 4.074 | 7.148 | 3.815 | 4.926 | 8.796 | |
| XGenB-DFSpecification=x-DDIM, Training Time=7.741±1.559, Inference Time=9.296±1.1712026.03 | 3.926 | 4 | 4.185 | 4.815 | 4.667 | 5.37 | 8.278 | |
| XGenB-DFSpecification=v-DDIM, Training Time=7.852±1.610, Inference Time=9.074±1.1742026.03 | 3.519 | 4.037 | 3.741 | 6.963 | 5.37 | 5.111 | 7.889 | |
| XGenB-ARTraining Time=1.370±0.492, Inference Time=5.185±0.9622026.03 | 2.278 | 6.556 | 3.593 | 3.037 | 8.63 | 7.556 | 5.241 |