Irregularly Sampled Time Series Forecasting on MIMIC-IV (test)
0.225MSEGraFITi
Evaluation Results
| Method | Links | |
|---|---|---|
| GraFITiObservation window=36 hours, Forecasting horizon=3 steps, Source=Reproduced2023.05 | 0.225 | |
| LinODEnetObservation window=36 hours, Forecasting horizon=3 steps, Source=Reproduced2023.05 | 0.272 | |
| LinODEnetObservation window=36 hours, Forecasting horizon=3 steps, Source=Published2023.05 | 0.274 | |
| GraFITiObservation time ratio=75%, Forecasting horizon ratio=25%2024.05 | 0.285 | |
| GraFITiObservation-Forecast Split=50%-50%2024.05 | 0.285 | |
| FLD-LObservation time ratio=75%, Forecasting horizon ratio=25%2024.05 | 0.321 | |
| LinODEnetObservation time ratio=75%, Forecasting horizon ratio=25%2024.05 | 0.335 | |
| FLD-QObservation time ratio=75%, Forecasting horizon ratio=25%2024.05 | 0.336 | |
| LinODEnetObservation-Forecast Split=50%-50%2024.05 | 0.336 | |
| FLD-LObservation-Forecast Split=50%-50%2024.05 | 0.346 | |
| FLD-SObservation time ratio=75%, Forecasting horizon ratio=25%2024.05 | 0.347 | |
| Neural FlowObservation window=36 hours, Forecasting horizon=3 steps, Source=Reproduced2023.05 | 0.354 | |
| FLD-QObservation-Forecast Split=50%-50%2024.05 | 0.358 | |
| FLD-SObservation-Forecast Split=50%-50%2024.05 | 0.359 | |
| GRU-ODE-BayesObservation window=36 hours, Forecasting horizon=3 steps, Source=Reproduced2023.05 | 0.36 | |
| Neural FlowObservation window=36 hours, Forecasting horizon=3 steps, Source=Published2023.05 | 0.364 | |
| GRU-ODEObservation time ratio=75%, Forecasting horizon ratio=25%2024.05 | 0.366 | |
| GRU-ODE-BayesObservation window=36 hours, Forecasting horizon=3 steps, Source=Published2023.05 | 0.379 | |
| Informer+Observation window=36 hours, Forecasting horizon=3 steps, Source=Reproduced2023.05 | 0.42 | |
| GRU-ODEObservation-Forecast Split=50%-50%2024.05 | 0.439 | |
| Neural FlowObservation time ratio=75%, Forecasting horizon ratio=25%2024.05 | 0.465 | |
| Neural FlowObservation-Forecast Split=50%-50%2024.05 | 0.465 | |
| DLinear+Observation window=36 hours, Forecasting horizon=3 steps, Source=Reproduced2023.05 | 0.577 | |
| NLinear+Observation window=36 hours, Forecasting horizon=3 steps, Source=Reproduced2023.05 | 0.62 | |
| FedFormer+Observation window=36 hours, Forecasting horizon=3 steps, Source=Reproduced2023.05 | 2.135 |