Imputation on Air Quality (test)
11.56MAEBRITS
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| BRITSModel Type=RNN2018.05 | 11.56 | 16.65 | — | — | |
| BRITS-IModel Type=RNN2018.05 | 11.58 | 16.66 | — | — | |
| STMVLModel Type=Non-RNN2018.05 | 12.12 | 17.4 | — | — | |
| RITSModel Type=RNN2018.05 | 12.19 | 17.54 | — | — | |
| RITS-IModel Type=RNN2018.05 | 12.73 | 18.32 | — | — | |
| M-RNNModel Type=RNN2018.05 | 14.24 | 20.43 | — | — | |
| ImputeTSModel Type=Non-RNN2018.05 | 19.58 | 27.51 | — | — | |
| MICEModel Type=Non-RNN2018.05 | 27.42 | 38.52 | — | — | |
| MFModel Type=Non-RNN2018.05 | 27.94 | 39.25 | — | — | |
| KNNModel Type=Non-RNN2018.05 | 29.79 | 41.85 | — | — | |
| MeanModel Type=Non-RNN2018.05 | 55.51 | 77.97 | — | — | |
| DAEParadigm=Centralized2026.05 | — | — | 0.6821 | 0.0261 | |
| FED-DAEParadigm=Federated2026.05 | — | — | 0.7726 | 0.0356 | |
| Fed-FeatGenParadigm=Federated2026.05 | — | — | 0.8233 | 0.0249 | |
| Fed-MeanParadigm=Federated2026.05 | — | — | 0.9902 | 0.0079 | |
| Fed-TransformerParadigm=Federated2026.05 | — | — | 0.9931 | 0.0319 | |
| FedHF-ImputeParadigm=Federated2026.05 | — | — | 0.7074 | 0.0729 | |
| GAINParadigm=Centralized2026.05 | — | — | 0.9866 | 0.0499 | |
| MICEParadigm=Centralized2026.05 | — | — | 0.6756 | 0.0552 | |
| TransformerParadigm=Centralized2026.05 | — | — | 0.708 | 0.0382 | |
| VFL-KNN-ImputeParadigm=Federated2026.05 | — | — | 0.9889 | 0.0101 |