Table 4 Two dimensions results comparison \(|1-scaledfactor|\) : the TDGGD between (\(X'\xrightarrow {m}Y'\)) and (\(X'\xrightarrow {f}\tilde{Y'}\)); the predictions between (\(X \rightarrow Y\)) with (\(X'\xrightarrow {f}\tilde{Y'}\)) on the TDGGD and ShipGen.
From: A tabular data generation framework guided by downstream tasks optimization
Target column | \(Y'\) | \(\tilde{Y'}\) | Difference | Ratio | EI+HI+AI | EI+HI | Difference | Ratio |
|---|---|---|---|---|---|---|---|---|
Cw | 0.3418 | 0.0219 | – 0.3199 | – 93.59% | 0.0219 | 0.3958 | 0.3739 | 94.47% |
SA1 | 0.2430 | 0.3621 | 0.1191 | 49.01% | 0.3621 | 0.5202 | 0.1581 | 30.39% |
SA2 | 0.4589 | 0.7742 | 0.3153 | 68.71% | 0.7742 | 1.2183 | 0.4441 | 36.45% |
Vol1 | 0.2273 | 0.2239 | -0.0034 | -1.50% | 0.2239 | 0.5620 | 0.3381 | 60.16% |
Vol2 | 0.2031 | 0.2499 | 0.0468 | 23.04% | 0.2499 | 0.3930 | 0.1431 | 36.41% |
MB | 0.0434 | 0.2017 | 0.1583 | 364.75% | 0.2017 | 0.2262 | 0.0245 | 10.83% |
GC | 0.1397 | 0.9516 | 0.8119 | 581.17% | 0.9516 | 1.9513 | 0.9997 | 51.23% |
Mean | 0.2367 | 0.3979 | 0.1611 | 141.66% | 0.3979 | 0.7524 | 0.3545 | 45.71% |
