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ResearchFormerly WizWand

Irregularly Sampled Time Series Forecasting on MIMIC-IV (test)

0.225MSEGraFITi
0.14860.66431.181.6957May 22, 2023Jul 19, 2023Sep 15, 2023Nov 13, 2023Jan 10, 2024Mar 8, 2024May 6, 2024
Updated 8mo ago

Evaluation results

MethodLinks
GraFITiObservation window=36 hours, Forecasting horizon=3 steps, Source=Reproduced2023.050.225
LinODEnetObservation window=36 hours, Forecasting horizon=3 steps, Source=Reproduced2023.050.272
LinODEnetObservation window=36 hours, Forecasting horizon=3 steps, Source=Published2023.050.274
GraFITiObservation time ratio=75%, Forecasting horizon ratio=25%2024.050.285
GraFITiObservation-Forecast Split=50%-50%2024.050.285
FLD-LObservation time ratio=75%, Forecasting horizon ratio=25%2024.050.321
LinODEnetObservation time ratio=75%, Forecasting horizon ratio=25%2024.050.335
FLD-QObservation time ratio=75%, Forecasting horizon ratio=25%2024.050.336
LinODEnetObservation-Forecast Split=50%-50%2024.050.336
FLD-LObservation-Forecast Split=50%-50%2024.050.346
FLD-SObservation time ratio=75%, Forecasting horizon ratio=25%2024.050.347
Neural FlowObservation window=36 hours, Forecasting horizon=3 steps, Source=Reproduced2023.050.354
FLD-QObservation-Forecast Split=50%-50%2024.050.358
FLD-SObservation-Forecast Split=50%-50%2024.050.359
GRU-ODE-BayesObservation window=36 hours, Forecasting horizon=3 steps, Source=Reproduced2023.050.36
Neural FlowObservation window=36 hours, Forecasting horizon=3 steps, Source=Published2023.050.364
GRU-ODEObservation time ratio=75%, Forecasting horizon ratio=25%2024.050.366
GRU-ODE-BayesObservation window=36 hours, Forecasting horizon=3 steps, Source=Published2023.050.379
Informer+Observation window=36 hours, Forecasting horizon=3 steps, Source=Reproduced2023.050.42
GRU-ODEObservation-Forecast Split=50%-50%2024.050.439
Neural FlowObservation time ratio=75%, Forecasting horizon ratio=25%2024.050.465
Neural FlowObservation-Forecast Split=50%-50%2024.050.465
DLinear+Observation window=36 hours, Forecasting horizon=3 steps, Source=Reproduced2023.050.577
NLinear+Observation window=36 hours, Forecasting horizon=3 steps, Source=Reproduced2023.050.62
FedFormer+Observation window=36 hours, Forecasting horizon=3 steps, Source=Reproduced2023.052.135