Vital Signs Prediction on BIDMC Vital Signs (test)
0.303HR RMSELiquid-S4
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Liquid-S4p (HR)=3, p (RR)=2, p (SPO2)=42022.09 | 0.303 | 0.158 | 0.066 | |
| S4-LegS2022.09 | 0.332 | 0.247 | 0.09 | |
| S4-FouT2022.09 | 0.339 | 0.301 | 0.068 | |
| S4-(LegS/FouT)2022.09 | 0.344 | 0.163 | 0.08 | |
| S4D-LegS2022.09 | 0.367 | 0.248 | 0.102 | |
| S4D-Inv2022.09 | 0.373 | 0.254 | 0.11 | |
| S4D-Lin2022.09 | 0.379 | 0.226 | 0.114 | |
| UnICORNN2022.09 | 1.39 | 1.06 | 0.869 | |
| coRNN2022.09 | 1.81 | 1.45 | — | |
| CKConv2022.09 | 2.05 | 1.214 | 1.051 | |
| NRDE2022.09 | 2.97 | 1.49 | 1.29 | |
| XGBoost2022.09 | 4.72 | 1.67 | 1.52 | |
| Random Forest2022.09 | 5.69 | 1.85 | 1.74 | |
| LSTM2022.09 | 10.7 | 2.28 | — | |
| Transformer2022.09 | 12.2 | 2.61 | 3.02 | |
| Ridge Regress.2022.09 | 17.3 | 3.86 | 4.16 |