Table 5 Results comparison \(|1-scaledfactor|\) between (\(X'\xrightarrow {m}Y'\)) and (\(X'\xrightarrow {f}\tilde{Y'}\)) on the MedHouseVal column of California House.
From: A tabular data generation framework guided by downstream tasks optimization
Strategy | \(Y'\) | \(\tilde{Y'}\) | Difference | Ratio (%) |
|---|---|---|---|---|
RTVAE | 0.1312 | 0.1182 | – 0.0130 | – 9.90 |
CTGAN | 0.1941 | 0.0960 | – 0.0981 | – 50.54 |
TabDDPM | 0.6701 | 0.4416 | – 0.2285 | – 34.10 |
DDPM with classifier | 0.5031 | 0.7569 | 0.2538 | 50.45 |
ShipGen | 0.4693 | 0.5847 | 0.1154 | 24.59 |
TDGGD | 0.2660 | 0.9496 | 0.6836 | 256.99 |
