Table 10.
Evaluation of the best performing algorithm for systolic blood pressure (SBP) and diastolic blood pressure (DBP).
| Selection Criteria | Performance Criteria | Systolic Blood Pressure | Diastolic Blood Pressure | ||
|---|---|---|---|---|---|
| GPR | Ensemble Trees | GPR | Ensemble Trees | ||
| Features from the literature | MAE MSE RMSE R |
12.27 240.25 15.50 0.71 |
12.68 246.74 15.70 0.71 |
8.31 96.90 9.84 0.62 |
8.82 109.92 10.45 0.54 |
| All features (newly designed and from the literature) |
MAE MSE RMSE R |
12.06 272.32 16.50 0.70 |
12.95 316.71 17.80 0.59 |
7.70 97.31 9.86 0.63 |
8.31 110.87 10.53 0.57 |
| ReliefF | MAE MSE RMSE R |
10.08
219.08 14.80 0.74 |
12.57 258.16 16.06 0.69 |
7.87 96.70 9.83 0.62 |
8.93 119.32 10.92 0.49 |
| FSCMRMR | MAE MSE RMSE R |
13.92 302.75 17.39 0.62 |
15.10 349.06 18.68 0.55 |
8.84 112.27 10.59 0.53 |
9.66 128.43 11.33 0.42 |
| CFS | MAE MSE RMSE R |
11.91 257.77 16.05 0.69 |
13.06 325.29 18.03 0.65 |
7.64
83.95 9.16 0.68 |
8.27 103.70 10.18 0.58 |