Irregularly Sampled Time Series Forecasting on Physionet 12 (test)
0.286MSEGraFITi
Evaluation Results
| Method | Links | |
|---|---|---|
| GraFITiObservation window=36 hours, Forecasting horizon=3 steps, Source=Reproduced2023.05 | 0.286 | |
| LinODEnetObservation window=36 hours, Forecasting horizon=3 steps, Source=Reproduced2023.05 | 0.299 | |
| MTANObservation window=36 hours, Forecasting horizon=3 steps, Source=Reproduced2023.05 | 0.315 | |
| Neural FlowObservation window=36 hours, Forecasting horizon=3 steps, Source=Reproduced2023.05 | 0.326 | |
| GRU-ODE-BayesObservation window=36 hours, Forecasting horizon=3 steps, Source=Reproduced2023.05 | 0.329 | |
| Informer+Observation window=36 hours, Forecasting horizon=3 steps, Source=Reproduced2023.05 | 0.347 | |
| FLD-LObservation time ratio=75%, Forecasting horizon ratio=25%2024.05 | 0.36 | |
| GraFITiObservation time ratio=75%, Forecasting horizon ratio=25%2024.05 | 0.365 | |
| FLD-QObservation time ratio=75%, Forecasting horizon ratio=25%2024.05 | 0.366 | |
| FLD-SObservation time ratio=75%, Forecasting horizon ratio=25%2024.05 | 0.366 | |
| LinODEnetObservation time ratio=75%, Forecasting horizon ratio=25%2024.05 | 0.373 | |
| CRUObservation window=36 hours, Forecasting horizon=3 steps, Source=Reproduced2023.05 | 0.379 | |
| DLinear+Observation window=36 hours, Forecasting horizon=3 steps, Source=Reproduced2023.05 | 0.38 | |
| NLinear+Observation window=36 hours, Forecasting horizon=3 steps, Source=Reproduced2023.05 | 0.382 | |
| GraFITiObservation-Forecast Split=50%-50%2024.05 | 0.401 | |
| LinODEnetObservation-Forecast Split=50%-50%2024.05 | 0.411 | |
| FLD-SObservation-Forecast Split=50%-50%2024.05 | 0.414 | |
| FLD-LObservation-Forecast Split=50%-50%2024.05 | 0.415 | |
| FLD-QObservation-Forecast Split=50%-50%2024.05 | 0.424 | |
| Neural FlowObservation time ratio=75%, Forecasting horizon ratio=25%2024.05 | 0.431 | |
| GRU-ODEObservation time ratio=75%, Forecasting horizon ratio=25%2024.05 | 0.432 | |
| CRUObservation time ratio=75%, Forecasting horizon ratio=25%2024.05 | 0.435 | |
| FedFormer+Observation window=36 hours, Forecasting horizon=3 steps, Source=Reproduced2023.05 | 0.455 | |
| CRUObservation-Forecast Split=50%-50%2024.05 | 0.467 | |
| GRU-ODEObservation-Forecast Split=50%-50%2024.05 | 0.505 | |
| Neural FlowObservation-Forecast Split=50%-50%2024.05 | 0.506 | |
| mTANObservation time ratio=75%, Forecasting horizon ratio=25%2024.05 | 0.514 | |
| mTANObservation-Forecast Split=50%-50%2024.05 | 0.632 |