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ResearchFormerly WizWand

Irregularly Sampled Time Series Forecasting on Physionet 12 (test)

0.286MSEGraFITi
0.272160.365580.4590.55242May 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=Reproduced2023.050.286
LinODEnetObservation window=36 hours, Forecasting horizon=3 steps, Source=Reproduced2023.050.299
MTANObservation window=36 hours, Forecasting horizon=3 steps, Source=Reproduced2023.050.315
Neural FlowObservation window=36 hours, Forecasting horizon=3 steps, Source=Reproduced2023.050.326
GRU-ODE-BayesObservation window=36 hours, Forecasting horizon=3 steps, Source=Reproduced2023.050.329
Informer+Observation window=36 hours, Forecasting horizon=3 steps, Source=Reproduced2023.050.347
FLD-LObservation time ratio=75%, Forecasting horizon ratio=25%2024.050.36
GraFITiObservation time ratio=75%, Forecasting horizon ratio=25%2024.050.365
FLD-QObservation time ratio=75%, Forecasting horizon ratio=25%2024.050.366
FLD-SObservation time ratio=75%, Forecasting horizon ratio=25%2024.050.366
LinODEnetObservation time ratio=75%, Forecasting horizon ratio=25%2024.050.373
CRUObservation window=36 hours, Forecasting horizon=3 steps, Source=Reproduced2023.050.379
DLinear+Observation window=36 hours, Forecasting horizon=3 steps, Source=Reproduced2023.050.38
NLinear+Observation window=36 hours, Forecasting horizon=3 steps, Source=Reproduced2023.050.382
GraFITiObservation-Forecast Split=50%-50%2024.050.401
LinODEnetObservation-Forecast Split=50%-50%2024.050.411
FLD-SObservation-Forecast Split=50%-50%2024.050.414
FLD-LObservation-Forecast Split=50%-50%2024.050.415
FLD-QObservation-Forecast Split=50%-50%2024.050.424
Neural FlowObservation time ratio=75%, Forecasting horizon ratio=25%2024.050.431
GRU-ODEObservation time ratio=75%, Forecasting horizon ratio=25%2024.050.432
CRUObservation time ratio=75%, Forecasting horizon ratio=25%2024.050.435
FedFormer+Observation window=36 hours, Forecasting horizon=3 steps, Source=Reproduced2023.050.455
CRUObservation-Forecast Split=50%-50%2024.050.467
GRU-ODEObservation-Forecast Split=50%-50%2024.050.505
Neural FlowObservation-Forecast Split=50%-50%2024.050.506
mTANObservation time ratio=75%, Forecasting horizon ratio=25%2024.050.514
mTANObservation-Forecast Split=50%-50%2024.050.632