Interpolation on PhysioNet Mortality 2012 (test)
3.111Mean Squared Error (MSE)Neural LSDE
Evaluation results
| Method | Links | |
|---|---|---|
| Neural LSDEObserved %=90%2024.02 | 3.111 | |
| DualDynamicsObservation frequency=90%2024.01 | 3.114 | |
| Neural GSDEObserved %=90%2024.02 | 3.118 | |
| Neural LNSDEObserved %=90%2024.02 | 3.154 | |
| DualDynamicsObservation frequency=80%2024.01 | 3.224 | |
| Neural LSDEObserved %=80%2024.02 | 3.262 | |
| Neural LNSDEObserved %=80%2024.02 | 3.269 | |
| Neural GSDEObserved %=80%2024.02 | 3.287 | |
| Neural LNSDEObserved %=70%2024.02 | 3.405 | |
| Neural LSDEObserved %=70%2024.02 | 3.457 | |
| DualDynamicsObservation frequency=70%2024.01 | 3.463 | |
| Neural GSDEObserved %=70%2024.02 | 3.493 | |
| Neural LSDEObserved %=60%2024.02 | 3.584 | |
| Neural LNSDEObserved %=60%2024.02 | 3.617 | |
| DualDynamicsObservation frequency=50%2024.01 | 3.631 | |
| DualDynamicsObservation frequency=60%2024.01 | 3.659 | |
| Neural GSDEObserved %=60%2024.02 | 3.667 | |
| Neural LSDEObserved %=50%2024.02 | 3.799 | |
| Neural LNSDEObserved %=50%2024.02 | 3.808 | |
| Neural GSDEObserved %=50%2024.02 | 3.824 | |
| mTAND-FullObservation frequency=60%2024.01 | 4.018 | |
| mTAND-FullObserved %=60%2024.02 | 4.018 | |
| mTAND-FullObservation frequency=50%2024.01 | 4.139 | |
| mTAND-FullObserved %=50%2024.02 | 4.139 | |
| mTAND-FullObservation frequency=70%2024.01 | 4.157 | |
| mTAND-FullObserved %=70%2024.02 | 4.157 | |
| mTAND-FullObservation frequency=80%2024.01 | 4.41 | |
| mTAND-FullObserved %=80%2024.02 | 4.41 | |
| mTAND-FullObservation frequency=90%2024.01 | 4.798 | |
| mTAND-FullObserved %=90%2024.02 | 4.798 | |
| L-ODE-ODEObservation frequency=50%2024.01 | 6.721 | |
| L-ODE-ODEObserved %=50%2024.02 | 6.721 | |
| L-ODE-ODEObservation frequency=70%2024.01 | 6.798 | |
| L-ODE-ODEObserved %=70%2024.02 | 6.798 | |
| L-ODE-ODEObservation frequency=60%2024.01 | 6.816 | |
| L-ODE-ODEObserved %=60%2024.02 | 6.816 | |
| L-ODE-ODEObservation frequency=80%2024.01 | 6.85 | |
| L-ODE-ODEObserved %=80%2024.02 | 6.85 | |
| L-ODE-ODEObservation frequency=90%2024.01 | 7.142 | |
| L-ODE-ODEObserved %=90%2024.02 | 7.142 | |
| L-ODE-RNNObservation frequency=50%2024.01 | 8.132 | |
| L-ODE-RNNObserved %=50%2024.02 | 8.132 | |
| L-ODE-RNNObservation frequency=60%2024.01 | 8.14 | |
| L-ODE-RNNObserved %=60%2024.02 | 8.14 | |
| L-ODE-RNNObservation frequency=80%2024.01 | 8.143 | |
| L-ODE-RNNObserved %=80%2024.02 | 8.143 | |
| L-ODE-RNNObservation frequency=70%2024.01 | 8.171 | |
| L-ODE-RNNObserved %=70%2024.02 | 8.171 | |
| Neural SDEObserved %=90%2024.02 | 8.252 | |
| Neural SDEObserved %=80%2024.02 | 8.318 | |
| L-ODE-RNNObservation frequency=90%2024.01 | 8.402 | |
| L-ODE-RNNObserved %=90%2024.02 | 8.402 | |
| LatentSDEObserved %=90%2024.02 | 8.435 | |
| Neural SDEObserved %=70%2024.02 | 8.54 | |
| Neural SDEObserved %=60%2024.02 | 8.591 | |
| Neural SDEObserved %=50%2024.02 | 8.592 | |
| LatentSDEObserved %=70%2024.02 | 8.686 | |
| LatentSDEObserved %=80%2024.02 | 8.716 | |
| LatentSDEObserved %=50%2024.02 | 8.862 | |
| LatentSDEObserved %=60%2024.02 | 8.864 | |
| RNN-VAEObservation frequency=80%2024.01 | 11.133 | |
| RNN-VAEObserved %=80%2024.02 | 11.133 | |
| RNN-VAEObservation frequency=90%2024.01 | 11.47 | |
| RNN-VAEObserved %=90%2024.02 | 11.47 | |
| RNN-VAEObservation frequency=70%2024.01 | 11.887 | |
| RNN-VAEObserved %=70%2024.02 | 11.887 | |
| RNN-VAEObservation frequency=60%2024.01 | 12.594 | |
| RNN-VAEObserved %=60%2024.02 | 12.594 | |
| RNN-VAEObservation frequency=50%2024.01 | 13.418 | |
| RNN-VAEObserved %=50%2024.02 | 13.418 |