Clinical Prediction on PhysioNet sepsis benchmark 2019 (test)
0.29CPDLIME
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| LIMEBackbone=LSTM, Feature removal=50 points per time step, Substitution=forward-fill2025.11 | 0.29 | 0.21 | 1.83 | 1.02 | 3.66 | 1.82 | 3.96 | 2.09 | -0.08 | |
| FITBackbone=LSTM, Feature removal=50 points per time step, Substitution=forward-fill2025.11 | 0.71 | 0.48 | 1.1 | 0.91 | 3.81 | 1.96 | 1.3 | 1.02 | 0 | |
| ContraLSPBackbone=LSTM, Feature removal=50 points per time step, Substitution=forward-fill2025.11 | 0.73 | 0.34 | 2.47 | 1.32 | 5.32 | 2.93 | 5.35 | 2.97 | 0.04 | |
| TimeXBackbone=LSTM, Feature removal=50 points per time step, Substitution=forward-fill2025.11 | 0.74 | 0.36 | 1.96 | 1 | 5.33 | 2.77 | 5.49 | 2.89 | -0.03 | |
| ExtrmaskBackbone=LSTM, Feature removal=50 points per time step, Substitution=forward-fill2025.11 | 1.16 | 0.72 | 1.91 | 1.11 | 4.04 | 2.41 | 3.98 | 2.36 | 0.05 | |
| FOBackbone=LSTM, Feature removal=50 points per time step, Substitution=forward-fill2025.11 | 1.17 | 0.78 | 2.75 | 1.8 | 4.63 | 3.13 | 2.44 | 1.13 | 0.02 | |
| GradSHAPBackbone=LSTM, Feature removal=50 points per time step, Substitution=forward-fill2025.11 | 1.6 | 0.93 | 2.52 | 1.5 | 3.48 | 1.64 | 3.75 | 1.86 | 0.02 | |
| DynamaskBackbone=LSTM, Feature removal=50 points per time step, Substitution=forward-fill2025.11 | 1.69 | 1.11 | 2.05 | 1.36 | 4.98 | 2.77 | 4.74 | 2.59 | 0.06 | |
| TimeX++Backbone=LSTM, Feature removal=50 points per time step, Substitution=forward-fill2025.11 | 1.76 | 1.06 | 2.07 | 1.19 | 3.99 | 1.81 | 4.02 | 1.82 | 0.05 | |
| WinITBackbone=LSTM, Feature removal=50 points per time step, Substitution=forward-fill2025.11 | 1.86 | 1.1 | 2.85 | 1.66 | 3.88 | 2.02 | 3.12 | 1.64 | 0.06 | |
| AFOBackbone=LSTM, Feature removal=50 points per time step, Substitution=forward-fill2025.11 | 1.87 | 1.16 | 2.88 | 1.86 | 3.12 | 1.48 | 3.28 | 1.55 | 0.15 | |
| IGBackbone=LSTM, Feature removal=50 points per time step, Substitution=forward-fill2025.11 | 2.68 | 1.54 | 3 | 1.93 | 3.19 | 1.43 | 3.43 | 1.61 | 0.11 | |
| DeepLIFTBackbone=LSTM, Feature removal=50 points per time step, Substitution=forward-fill2025.11 | 2.72 | 1.6 | 2.87 | 1.86 | 3.06 | 1.35 | 3.38 | 1.56 | 0.16 | |
| TIMINGBackbone=LSTM, Feature removal=50 points per time step, Substitution=forward-fill2025.11 | 2.73 | 1.56 | 3.02 | 1.94 | 3.12 | 1.41 | 3.38 | 1.6 | 0.13 | |
| SWINGBackbone=LSTM, Feature removal=50 points per time step, Substitution=forward-fill2025.11 | 3.1 | 1.96 | 2.81 | 1.78 | 2.27 | 0.93 | 2.38 | 1.01 | 0.32 |