Regression on Wine Quality
0.2058RMSEXGB
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| XGBConfiguration=Pipeline2026.05 | 0.2058 | — | — | — | — | |
| RidgeConfiguration=Pipeline2026.05 | 0.2084 | — | — | — | — | |
| SVRConfiguration=Pipeline2026.05 | 0.2085 | — | — | — | — | |
| LRConfiguration=Pipeline2026.05 | 0.2093 | — | — | — | — | |
| MLPConfiguration=Pipeline2026.05 | 0.2148 | — | — | — | — | |
| KNNConfiguration=Pipeline2026.05 | 0.2164 | — | — | — | — | |
| XGBConfiguration=Single2026.05 | 0.2264 | — | — | — | — | |
| SVRConfiguration=Single2026.05 | 0.2268 | — | — | — | — | |
| MLPConfiguration=Single2026.05 | 0.2288 | — | — | — | — | |
| KNNConfiguration=Single2026.05 | 0.2366 | — | — | — | — | |
| RidgeConfiguration=Single2026.05 | 0.2463 | — | — | — | — | |
| LRConfiguration=Single2026.05 | 0.2465 | — | — | — | — | |
| DTSemNet Top-kHeight=5, Number of features (Nf)=11, Number of training samples (Ns)=45472026.05 | 0.69 | — | — | — | — | |
| DTSemNet STEHeight=5, Number of features (Nf)=11, Number of training samples (Ns)=45472026.05 | 0.7 | — | — | — | — | |
| DGT-LinearHeight=5, Number of features (Nf)=11, Number of training samples (Ns)=45472026.05 | 0.7 | — | — | — | — | |
| CARTNumber of features (Nf)=11, Number of training samples (Ns)=45472026.05 | 0.78 | — | — | — | — | |
| ADAModel=XGB2026.06 | — | — | — | — | 0 | |
| ADAModel=MLP2026.06 | — | — | — | — | 23.6 | |
| C-MixupModel=XGB2026.06 | — | — | — | — | -2 | |
| C-MixupModel=MLP2026.06 | — | — | — | — | 13.1 | |
| CRDAModel=XGB2026.06 | — | — | — | — | -2.8 | |
| CRDAModel=MLP2026.06 | — | — | — | — | -2.9 | |
| CTGANModel=XGB2026.06 | — | — | — | — | 0.3 | |
| CTGANModel=MLP2026.06 | — | — | — | — | 2.1 | |
| Offline Random Forest Regression (RFR)Training mode=Offline, Access=Unlimited access to dataset2026.02 | — | 0.345 | 0.555 | — | — | |
| Prototype-based generative replay frameworkConfiguration=Best config, Learning mode=Incremental/Online2026.02 | — | 0.529 | 0.319 | — | — | |
| TabDDPMModel=XGB2026.06 | — | — | — | — | -2.6 | |
| TabDDPMModel=MLP2026.06 | — | — | — | — | -5.5 | |
| TVAEModel=XGB2026.06 | — | — | — | — | -0.5 | |
| TVAEModel=MLP2026.06 | — | — | — | — | -0.8 |