Table 3 Calculation results of training and test accuracy of each age group.

From: Establishment and application of TSDPSO-SVM model combined with multi-dimensional feature fusion method in the identification of fracture-related infection

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