Table 5 Precision, recall, F1-score, and accuracy in the class-wise level.

From: Fault-class coverage–aligned combined training for AFDD of AHUs across multiple buildings

Building

Method

Class

TP

FP

FN

TN

Precision

Recall

F1 score

Accuracy

Auditorium

TabTransformer

Normal

11,783

230

261

10,401

98.09

97.83

97.96

97.83

RATSF

339

0

8

22,328

100

97.69

98.83

99.96

SATSF

79

0

2

22,594

100

97.53

98.75

99.99

SFF

1278

261

27

21,109

83.04

97.93

89.87

98.73

VPF

60

0

2

22,613

100

96.77

98.36

99.99

CPF

3775

0

83

18,817

100

97.85

98.91

99.63

HPF

4870

0

108

17,697

100

97.83

98.9

99.52

Average

    

97.3

97.63

97.37

99.38

Overall

       

97.83

TabNet

Normal

11,806

212

238

10,419

98.24

98.02

98.13

98.02

RATSF

340

0

7

22,328

100

97.98

98.98

99.97

SATSF

79

1

2

22,593

98.75

97.53

98.14

99.99

SFF

1278

226

27

21,144

84.97

97.93

90.99

98.88

VPF

60

0

2

22,613

100

96.77

98.36

99.99

CPF

3782

10

76

18,807

99.74

98.03

98.88

99.62

HPF

4880

1

98

17,696

99.98

98.03

99

99.56

Average

    

97.38

97.76

97.5

99.43

Overall

       

98.02

Hospital

TabTransformer

Normal

9900

21

852

2435

99.79

92.08

95.78

93.39

RATSF

1627

14

140

11,427

99.15

92.08

95.48

98.83

SATSF

0

714

0

12,494

0

0

0

94.59

SFF

354

30

30

12,794

92.19

92.19

92.19

99.55

VPF

280

89

25

12,814

75.88

91.8

83.09

99.14

CPF

0

98

0

13,110

0

0

0

99.26

HPF

0

81

0

13,127

0

0

0

99.39

Average

    

91.75

92.04

91.64

97.73

Overall

       

92.07

TabNet

Normal

9972

23

780

2433

99.77

92.75

96.13

93.92

RATSF

1639

13

128

11,428

99.21

92.76

95.88

98.93

SATSF

0

683

0

12,525

0

0

0

94.83

SFF

356

28

28

12,796

92.71

92.71

92.71

99.58

VPF

282

78

23

12,825

78.33

92.46

84.81

99.24

CPF

0

65

0

13,143

0

0

0

99.51

HPF

0

69

0

13,139

0

0

0

99.48

Average

    

92.5

92.67

92.38

97.92

Overall

       

92.74

Office

TabTransformer

Normal

21,807

21

2007

11,182

99.9

91.57

95.56

94.21

RATSF

1282

4

118

33,613

99.69

91.57

95.46

99.65

SATSF

188

86

18

34,725

68.61

91.26

78.33

99.7

SFF

8788

87

809

25,333

99.02

91.57

95.15

97.44

VPF

0

2274

0

32,743

0

0

0

93.51

CPF

0

245

0

34,772

0

0

0

99.3

HPF

0

235

0

34,782

0

0

0

99.33

Average

    

91.8

91.49

91.12

97.75

Overall

       

91.57

TabNet

Normal

22,054

10

1760

11,193

99.95

92.61

96.14

94.95

RATSF

1297

2

103

33,615

99.85

92.64

96.11

99.7

SATSF

190

69

16

34,742

73.36

92.23

81.72

99.76

SFF

8888

61

709

25,359

99.32

92.61

95.85

97.8

VPF

0

2017

0

33,000

0

0

0

94.24

CPF

0

225

0

34,792

0

0

0

99.36

HPF

0

204

0

34,813

0

0

0

99.42

Average

    

93.12

92.52

92.46

98.05

Overall

       

92.61