Tabular Data Synthesis on protein
0.01Chi-squared ResultTVAE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TVAEN_real=202024.09 | 0.01 | — | — | |
| CTGANN_real=202024.09 | 0.01 | — | — | |
| NFLOWN_real=202024.09 | 0.01 | — | — | |
| TabDDPMN_real=202024.09 | 0.01 | — | — | |
| TabDDPMN_real=502024.09 | 0.01 | — | — | |
| TabDDPMN_real=1002024.09 | 0.01 | — | — | |
| TabDDPMN_real=2002024.09 | 0.01 | — | — | |
| TabDDPMN_real=5002024.09 | 0.01 | — | — | |
| ARFN_real=202024.09 | 0.01 | — | — | |
| GOGGLEN_real=202024.09 | 0.01 | — | — | |
| GOGGLEN_real=5002024.09 | 0.01 | — | — | |
| GOGGLEN_real=2002024.09 | 0.02 | — | — | |
| TabPFGenN_real=202024.09 | 0.02 | — | — | |
| TabPFGenN_real=502024.09 | 0.05 | — | — | |
| TabEBMN_real=202024.09 | 0.06 | — | — | |
| CTGANN_real=502024.09 | 0.09 | — | — | |
| TabPFGenN_real=1002024.09 | 0.12 | — | — | |
| GOGGLEN_real=1002024.09 | 0.13 | — | — | |
| TabEBMN_real=502024.09 | 0.15 | — | — | |
| NFLOWN_real=502024.09 | 0.17 | — | — | |
| CTGANN_real=1002024.09 | 0.18 | — | — | |
| GOGGLEN_real=502024.09 | 0.22 | — | — | |
| TVAEN_real=5002024.09 | 0.24 | — | — | |
| ARFN_real=502024.09 | 0.25 | — | — | |
| SMOTEN_real=502024.09 | 0.26 | — | — | |
| TabEBMN_real=1002024.09 | 0.26 | — | — | |
| CTGANN_real=2002024.09 | 0.28 | — | — | |
| NFLOWN_real=1002024.09 | 0.29 | — | — | |
| TVAEN_real=2002024.09 | 0.3 | — | — | |
| TVAEN_real=502024.09 | 0.32 | — | — | |
| TVAEN_real=1002024.09 | 0.33 | — | — | |
| CTGANN_real=5002024.09 | 0.33 | — | — | |
| ARFN_real=1002024.09 | 0.34 | — | — | |
| TabPFGenN_real=2002024.09 | 0.34 | — | — | |
| SMOTEN_real=1002024.09 | 0.39 | — | — | |
| TabEBMN_real=2002024.09 | 0.43 | — | — | |
| ARFN_real=2002024.09 | 0.44 | — | — | |
| SMOTEN_real=2002024.09 | 0.48 | — | — | |
| NFLOWN_real=2002024.09 | 0.48 | — | — | |
| TabPFGenN_real=5002024.09 | 0.53 | — | — | |
| SMOTEN_real=5002024.09 | 0.54 | — | — | |
| ARFN_real=5002024.09 | 0.55 | — | — | |
| TabEBMN_real=5002024.09 | 0.58 | — | — | |
| NFLOWN_real=5002024.09 | 0.6 | — | — | |
| ARF2024.09 | — | 3.18 | — | |
| ARFN_real=202024.09 | — | — | 0.34 | |
| ARFN_real=502024.09 | — | — | 0.8 | |
| ARFN_real=1002024.09 | — | — | 0.87 | |
| ARFN_real=2002024.09 | — | — | 0.91 | |
| ARFN_real=5002024.09 | — | — | 0.94 | |
| CTGAN2024.09 | — | 6.15 | — | |
| CTGANN_real=202024.09 | — | — | 0.26 | |
| CTGANN_real=502024.09 | — | — | 0.63 | |
| CTGANN_real=1002024.09 | — | — | 0.76 | |
| CTGANN_real=2002024.09 | — | — | 0.81 | |
| CTGANN_real=5002024.09 | — | — | 0.86 | |
| GOGGLE2024.09 | — | 7.76 | — | |
| GOGGLEN_real=202024.09 | — | — | 0.22 | |
| GOGGLEN_real=502024.09 | — | — | 0.52 | |
| GOGGLEN_real=1002024.09 | — | — | 0.33 | |
| GOGGLEN_real=2002024.09 | — | — | 0.12 | |
| GOGGLEN_real=5002024.09 | — | — | 0.13 | |
| NFLOW2024.09 | — | 3.64 | — | |
| NFLOWN_real=202024.09 | — | — | 0.32 | |
| NFLOWN_real=502024.09 | — | — | 0.71 | |
| NFLOWN_real=1002024.09 | — | — | 0.83 | |
| NFLOWN_real=2002024.09 | — | — | 0.91 | |
| NFLOWN_real=5002024.09 | — | — | 0.93 | |
| SMOTE2024.09 | — | 3.06 | — | |
| SMOTEN_real=502024.09 | — | — | 0.78 | |
| SMOTEN_real=1002024.09 | — | — | 0.88 | |
| SMOTEN_real=2002024.09 | — | — | 0.92 | |
| SMOTEN_real=5002024.09 | — | — | 0.94 | |
| TabDDPM2024.09 | — | 8.36 | — | |
| TabDDPMN_real=202024.09 | — | — | 0.09 | |
| TabDDPMN_real=502024.09 | — | — | 0.08 | |
| TabDDPMN_real=1002024.09 | — | — | 0.08 | |
| TabDDPMN_real=2002024.09 | — | — | 0.08 | |
| TabDDPMN_real=5002024.09 | — | — | 0.08 | |
| TabEBM2024.09 | — | 2.06 | — | |
| TabEBMN_real=202024.09 | — | — | 0.52 | |
| TabEBMN_real=502024.09 | — | — | 0.75 | |
| TabEBMN_real=1002024.09 | — | — | 0.85 | |
| TabEBMN_real=2002024.09 | — | — | 0.92 | |
| TabEBMN_real=5002024.09 | — | — | 0.95 | |
| TabPFGen2024.09 | — | 5.33 | — | |
| TabPFGenN_real=202024.09 | — | — | 0.35 | |
| TabPFGenN_real=502024.09 | — | — | 0.62 | |
| TabPFGenN_real=1002024.09 | — | — | 0.78 | |
| TabPFGenN_real=2002024.09 | — | — | 0.89 | |
| TabPFGenN_real=5002024.09 | — | — | 0.94 | |
| TVAE2024.09 | — | 5.45 | — | |
| TVAEN_real=202024.09 | — | — | 0.26 | |
| TVAEN_real=502024.09 | — | — | 0.82 | |
| TVAEN_real=1002024.09 | — | — | 0.8 | |
| TVAEN_real=2002024.09 | — | — | 0.75 | |
| TVAEN_real=5002024.09 | — | — | 0.68 |