Vital signs prediction on BDIMC healthcare datasets
0.226RR RMSES4D-Lin
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| S4D-LinModel size=Large2022.06 | 0.226 | 0.379 | 0.114 | |
| S4-LegSModel size=Large2022.06 | 0.247 | 0.332 | 0.09 | |
| S4D-LegSModel size=Large2022.06 | 0.248 | 0.367 | 0.102 | |
| S4D-InvModel size=Large2022.06 | 0.254 | 0.373 | 0.11 | |
| S4-FouTModel size=Large2022.06 | 0.301 | 0.339 | 0.068 | |
| LSSL2021.10 | 0.35 | 0.432 | 0.141 | |
| LSSL-fixed2021.10 | 0.378 | 0.561 | 0.221 | |
| UnICORNNSpO2_repro_by_authors=true2021.10 | 1.06 | 1.39 | 0.869 | |
| CKConvrepro_by_authors=true2021.10 | 1.214 | 2.05 | 1.051 | |
| coRNN2021.10 | 1.45 | 1.81 | — | |
| IndRNN2021.10 | 1.47 | 2.1 | — | |
| NRDE2021.10 | 1.49 | 2.97 | 1.29 | |
| expRNN2021.10 | 1.57 | 1.87 | — | |
| XGBoost2021.10 | 1.67 | 4.72 | 1.52 | |
| Random Forest2021.10 | 1.85 | 5.69 | 1.74 | |
| LSTM2021.10 | 2.28 | 10.7 | — | |
| Transformerrepro_by_authors=true2021.10 | 2.61 | 12.2 | 3.02 | |
| Ridge Regress.2021.10 | 3.86 | 17.3 | 4.16 |