Causal Outcome Forecasting on MIMIC-IV sepsis (ALT)
0.06RMSEIGC-NET
Evaluation Results
| Method | Links | |
|---|---|---|
| IGC-NETPrediction horizon (s)=1, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 0.06 | |
| OBSNODEPrediction horizon (s)=1, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 0.09 | |
| OBSNODEPrediction horizon (s)=2, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 0.22 | |
| OBSNODEPrediction horizon (s)=3, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 0.27 | |
| OBSNODEPrediction horizon (s)=4, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 0.33 | |
| IGC-NETPrediction horizon (s)=5, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 0.36 | |
| OBSNODEPrediction horizon (s)=5, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 0.39 | |
| IGC-NETPrediction horizon (s)=4, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 0.41 | |
| OBSNODEPrediction horizon (s)=6, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 0.47 | |
| OPTABPrediction horizon (s)=6, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 0.54 | |
| IGC-NETPrediction horizon (s)=2, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 0.64 | |
| OPTABPrediction horizon (s)=3, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 0.65 | |
| OPTABPrediction horizon (s)=5, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 0.67 | |
| OPTABPrediction horizon (s)=1, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 0.72 | |
| OPTABPrediction horizon (s)=4, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 0.76 | |
| SCIP-NETPrediction horizon (s)=4, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 0.77 | |
| SCIP-NETPrediction horizon (s)=3, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 0.81 | |
| IGC-NETPrediction horizon (s)=6, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 0.9 | |
| OPTABPrediction horizon (s)=2, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 1.25 | |
| IGC-NETPrediction horizon (s)=3, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 1.34 | |
| SCIP-NETPrediction horizon (s)=6, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 1.45 | |
| SCIP-NETPrediction horizon (s)=2, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 1.51 | |
| SCIP-NETPrediction horizon (s)=1, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 1.75 | |
| SCIP-NETPrediction horizon (s)=5, Data assimilation time (tc)=1 hour, Number of runs=52026.04 | 2.24 |