Time Series Filtering on MIMIC-IV
0.335MSEGNeuralFlow
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GNeuralFlowGraph Type=Proposed Method, Architecture=GRU2024.10 | 0.335 | 0.606 | |
| GDEGraph Type=Graph ODE2024.10 | 0.342 | 0.657 | |
| LG-ODEGraph Type=Graph ODE2024.10 | 0.349 | 0.649 | |
| GNeuralFlowGraph Type=Proposed Method, Architecture=Coupling2024.10 | 0.35 | 0.662 | |
| GNeuralFlowGraph Type=Proposed Method, Architecture=ResNet2024.10 | 0.356 | 0.663 | |
| Neural flowGraph Type=No Graph, Architecture=GRU2024.10 | 0.364 | 0.734 | |
| Neural flowGraph Type=No Graph, Architecture=Coupling2024.10 | 0.366 | 0.675 | |
| CG-ODEGraph Type=Graph ODE2024.10 | 0.372 | 0.825 | |
| GRU-ODE-BayesGraph Type=No Graph2024.10 | 0.379 | 0.748 | |
| Neural flowGraph Type=No Graph, Architecture=ResNet2024.10 | 0.379 | 0.774 |