Multivariate Time Series Forecasting on GEF
0.1747MSEImputeFormer + Ours
Evaluation Results
| Method | Links | |
|---|---|---|
| ImputeFormer + OursImputation Method=ImputeFormer, Refinement Strategy=Task-oriented Imputation Refinement2024.10 | 0.1747 | |
| SAITS + OursImputation Method=SAITS, Refinement Strategy=Task-oriented Imputation Refinement2024.10 | 0.1748 | |
| USGAN + OursImputation Method=USGAN, Refinement Strategy=Task-oriented Imputation Refinement2024.10 | 0.178 | |
| BRITS + OursImputation Method=BRITS, Refinement Strategy=Task-oriented Imputation Refinement2024.10 | 0.1788 | |
| MRNN + OursImputation Method=MRNN, Refinement Strategy=Task-oriented Imputation Refinement2024.10 | 0.1797 | |
| GPVAE + OursImputation Method=GPVAE, Refinement Strategy=Task-oriented Imputation Refinement2024.10 | 0.18 | |
| ImputeFormerImputation Method=ImputeFormer, Refinement Strategy=Original2024.10 | 0.1822 | |
| MeanImputation Method=Mean, Refinement Strategy=Original2024.10 | 0.1845 | |
| SAITSImputation Method=SAITS, Refinement Strategy=Original2024.10 | 0.1848 | |
| USGANImputation Method=USGAN, Refinement Strategy=Original2024.10 | 0.1895 | |
| GPVAEImputation Method=GPVAE, Refinement Strategy=Original2024.10 | 0.2038 | |
| BRITSImputation Method=BRITS, Refinement Strategy=Original2024.10 | 0.2153 | |
| MRNNImputation Method=MRNN, Refinement Strategy=Original2024.10 | 0.2392 |