Tabular Data Synthesis Fidelity on stock
0.62KS Test (Mean)GOGGLE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GOGGLEN_real=1002024.09 | 0.62 | — | |
| GOGGLEN_real=2002024.09 | 0.63 | — | |
| GOGGLEN_real=202024.09 | 0.64 | — | |
| GOGGLEN_real=502024.09 | 0.67 | — | |
| TabDDPMN_real=202024.09 | 0.74 | — | |
| TVAEN_real=202024.09 | 0.81 | — | |
| CTGANN_real=202024.09 | 0.82 | — | |
| SMOTEN_real=202024.09 | 0.83 | — | |
| TabPFGenN_real=202024.09 | 0.83 | — | |
| TabDDPMN_real=502024.09 | 0.83 | — | |
| NFLOWN_real=202024.09 | 0.84 | — | |
| ARFN_real=202024.09 | 0.84 | — | |
| TVAEN_real=502024.09 | 0.84 | — | |
| TVAEN_real=1002024.09 | 0.84 | — | |
| TVAEN_real=2002024.09 | 0.84 | — | |
| TabEBMN_real=202024.09 | 0.86 | — | |
| CTGANN_real=502024.09 | 0.87 | — | |
| TabDDPMN_real=1002024.09 | 0.87 | — | |
| NFLOWN_real=502024.09 | 0.88 | — | |
| TabPFGenN_real=502024.09 | 0.88 | — | |
| CTGANN_real=1002024.09 | 0.88 | — | |
| CTGANN_real=2002024.09 | 0.88 | — | |
| SMOTEN_real=502024.09 | 0.89 | — | |
| ARFN_real=502024.09 | 0.89 | — | |
| TabEBMN_real=502024.09 | 0.89 | — | |
| NFLOWN_real=1002024.09 | 0.9 | — | |
| ARFN_real=1002024.09 | 0.9 | — | |
| NFLOWN_real=2002024.09 | 0.9 | — | |
| TabDDPMN_real=2002024.09 | 0.9 | — | |
| SMOTEN_real=1002024.09 | 0.91 | — | |
| TabPFGenN_real=1002024.09 | 0.91 | — | |
| TabEBMN_real=1002024.09 | 0.91 | — | |
| ARFN_real=2002024.09 | 0.91 | — | |
| SMOTEN_real=2002024.09 | 0.92 | — | |
| TabPFGenN_real=2002024.09 | 0.92 | — | |
| TabEBMN_real=2002024.09 | 0.92 | — | |
| ARFNreal=202024.09 | — | 0.86 | |
| ARFNreal=502024.09 | — | 0.91 | |
| ARFNreal=1002024.09 | — | 0.93 | |
| ARFNreal=2002024.09 | — | 0.94 | |
| CTGANNreal=202024.09 | — | 0.82 | |
| CTGANNreal=502024.09 | — | 0.88 | |
| CTGANNreal=1002024.09 | — | 0.9 | |
| CTGANNreal=2002024.09 | — | 0.9 | |
| GOGGLENreal=202024.09 | — | 0.63 | |
| GOGGLENreal=502024.09 | — | 0.68 | |
| GOGGLENreal=1002024.09 | — | 0.63 | |
| GOGGLENreal=2002024.09 | — | 0.63 | |
| NFLOWNreal=202024.09 | — | 0.86 | |
| NFLOWNreal=502024.09 | — | 0.9 | |
| NFLOWNreal=1002024.09 | — | 0.92 | |
| NFLOWNreal=2002024.09 | — | 0.93 | |
| SMOTENreal=202024.09 | — | 0.86 | |
| SMOTENreal=502024.09 | — | 0.92 | |
| SMOTENreal=1002024.09 | — | 0.94 | |
| SMOTENreal=2002024.09 | — | 0.95 | |
| TabDDPMNreal=202024.09 | — | 0.74 | |
| TabDDPMNreal=502024.09 | — | 0.84 | |
| TabDDPMNreal=1002024.09 | — | 0.88 | |
| TabDDPMNreal=2002024.09 | — | 0.92 | |
| TabEBMNreal=202024.09 | — | 0.91 | |
| TabEBMNreal=502024.09 | — | 0.94 | |
| TabEBMNreal=1002024.09 | — | 0.95 | |
| TabEBMNreal=2002024.09 | — | 0.95 | |
| TabPFGenNreal=202024.09 | — | 0.89 | |
| TabPFGenNreal=502024.09 | — | 0.93 | |
| TabPFGenNreal=1002024.09 | — | 0.95 | |
| TabPFGenNreal=2002024.09 | — | 0.96 | |
| TVAENreal=202024.09 | — | 0.82 | |
| TVAENreal=502024.09 | — | 0.86 | |
| TVAENreal=1002024.09 | — | 0.86 | |
| TVAENreal=2002024.09 | — | 0.86 |