Table 3 Calculation results of training and test accuracy of each age group.
Age group | Model | Group | Training set | Acc of training set (%) | Test set | Acc test set (%) | ||
---|---|---|---|---|---|---|---|---|
FRI | Non-FRI | FRI | Non-FRI | |||||
Teenagers group | RF | FRI | 644 | 59 | 92.58 | 162 | 18 | 91.88 |
Non-FRI | 47 | 678 | 11 | 166 | ||||
BP | FRI | 631 | 68 | 91.04 | 157 | 17 | 90.76 | |
Non-FRI | 60 | 669 | 16 | 167 | ||||
SVM | FRI | 634 | 66 | 91.39 | 159 | 20 | 90.48 | |
Non-FRI | 57 | 671 | 14 | 164 | ||||
XGBoost | FRI | 646 | 49 | 93.42 | 163 | 16 | 92.72 | |
Non-FRI | 45 | 688 | 10 | 168 | ||||
TSDPSO-SVM | FRI | 659 | 24 | 96.08 | 169 | 12 | 95.52 | |
Non-FRI | 32 | 713 | 4 | 172 | ||||
Middle-aged group | RF | FRI | 1334 | 103 | 93.70 | 333 | 26 | 93.62 |
Non-FRI | 79 | 1371 | 20 | 342 | ||||
BP | FRI | 1331 | 110 | 93.35 | 329 | 29 | 92.65 | |
Non-FRI | 82 | 1364 | 24 | 339 | ||||
SVM | FRI | 1328 | 123 | 92.80 | 328 | 24 | 93.20 | |
Non-FRI | 85 | 1351 | 25 | 344 | ||||
XGBoost | FRI | 1358 | 98 | 94.70 | 329 | 21 | 93.76 | |
Non-FRI | 55 | 1376 | 24 | 347 | ||||
TSDPSO-SVM | FRI | 1389 | 53 | 97.33 | 332 | 12 | 95.42 | |
Non-FRI | 24 | 1421 | 21 | 356 | ||||
Elderly group | RF | FRI | 1644 | 77 | 95.82 | 411 | 22 | 95.52 |
Non-FRI | 61 | 1521 | 15 | 378 | ||||
BP | FRI | 1619 | 94 | 94.55 | 400 | 25 | 93.83 | |
Non-FRI | 86 | 1504 | 26 | 375 | ||||
SVM | FRI | 1611 | 97 | 94.22 | 401 | 29 | 93.46 | |
Non-FRI | 94 | 1501 | 25 | 371 | ||||
XGBoost | FRI | 1631 | 57 | 96.03 | 406 | 14 | 95.88 | |
Non-FRI | 74 | 1541 | 20 | 386 | ||||
TSDPSO-SVM | FRI | 1698 | 30 | 98.88 | 418 | 9 | 97.94 | |
Non-FRI | 7 | 1568 | 8 | 391 |