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Table 4 The results of the proposed algorithm by each subject in the MIT-BIH arrhythmia database

From: An arrhythmia classification algorithm using a dedicated wavelet adapted to different subjects

files

beat type

Normal

SVEB

VEB

 

N

S

V

F

Q

AC

SF.

ST

+P

AC

SF

ST

+P

AC

SF

ST

+P

100

2239

33

1

0

0

98.50

0

100

98.50

98.55

100

0

-

99.96

100

0

-

101

1860

3

0

0

2

99.68

0

99.95

99.73

99.84

100

0

-

99.95

99.95

-

0

103

2082

2

0

0

0

99.90

0

100

99.90

99.90

100

0

-

100

100

-

-

105

2526

0

41

0

5

97.16

28.26

98.42

98.69

99.49

99.49

-

0

97.67

98.85

24.39

25.64

106

1507

0

520

0

0

99.26

97.31

99.93

99.08

100

100

-

-

99.26

99.93

97.31

99.80

108

1741

4

16

2

0

99.38

68.18

99.77

99.60

99.77

100

0

-

99.26

99.54

68.75

57.89

109

2492

0

38

2

0

98.93

55.00

99.64

99.28

100

100

-

-

99.01

99.64

57.89

70.917

111

2123

0

1

0

0

99.91

100

99.91

100

100

100

-

-

99.91

99.91

100

33.33

112

2537

2

0

0

0

99.92

0

100

99.92

99.92

100

0

-

100

100

-

-

113

1789

6

0

0

0

99.72

16.67

100

99.72

99.67

100

0

-

99.94

99.94

-

0

114

1820

12

43

4

0

97.82

30.51

100

97.80

98.99

99.63

0

0

98.30

100

25.58

100

115

1953

0

0

0

0

100

-

100

100

100

100

-

-

100

100

-

-

116

2302

1

109

0

0

99.67

94.55

99.91

99.74

99.96

100

0

-

99.71

99.91

95.41

98.11

117

1534

1

0

0

0

99.93

0

100

99.93

99.93

100

0

-

100

100

-

-

118

2166

96

16

0

0

95.08

0

100

95.08

95.79

100

0

-

99.90

100

0

-

119

1543

0

444

0

0

100

100

100

100

100

100

-

-

100

100

100

100

121

1861

1

1

0

0

99.95

50.00

100

99.95

99.95

100

0

-

100

100

100

100

122

2476

0

0

0

0

100

-

100

100

100

100

-

-

100

100

-

-

123

1515

0

3

0

0

100

100

100

100

100

100

-

-

100

100

100

100

124

1536

31

47

5

0

97.04

42.17

100

96.97

98.09

100

0

-

99.26

100

74.47

100

200

1743

30

826

2

0

95.69

86.95

100

93.96

98.85

100

0

-

96.92

100

90.31

100

201

1635

128

198

2

0

95.31

73.17

99.76

94.88

93.48

100

0

-

93.17

94.90

77.78

63.11

202

2061

55

19

1

0

98.17

48.00

100

98.14

97.43

100

0

 

98.64

98.91

68.42

36.11

203

2529

2

444

1

4

97.15

87.80

98.81

97.85

99.93

100

0

-

97.25

98.74

88.74

92.49

205

2571

3

71

11

0

98.42

52.94

99.92

98.47

99.89

100

0

-

98.72

99.81

59.15

89.36

207

1543

107

210

0

0

86.77

23.66

99.74

86.41

94.14

99.89

0

0

92.31

99.70

34.29

93.51

208

1586

2

992

373

2

90.90

80.86

99.56

85.77

99.93

100

0

-

95.47

93.63

99.09

88.72

209

2621

382

1

0

0

90.28

25.07

99.81

90.11

90.31

99.85

24.87

95.96

99.97

99.97

100

50.00

210

2423

22

195

10

0

96.79

62.56

100

96.61

99.17

100

0

-

97.77

99.88

71.28

97.89

212

2748

0

0

0

0

100

-

100

100

100

100

-

-

100

100

-

-

213

2641

28

220

362

0

90.99

51.97

100

90.01

99.14

100

0

-

96.83

99.74

56.82

93.98

214

2002

0

256

1

2

99.20

93.05

100

99.11

100

100

-

-

99.25

99.95

93.75

99.59

215

3196

2

164

1

0

99.49

92.81

99.84

99.63

99.70

99.76

0

0

99.58

99.97

92.07

99.34

219

2082

7

64

1

0

98.93

70.83

99.90

99.00

99.68

100

0

-

99.30

99.90

79.69

96.23

220

1954

94

0

0

0

95.41

0

100

95.41

95.41

100

0

-

100

100

-

-

221

2031

0

396

0

0

99.92

99.49

100

99.90

100

100

-

-

99.92

100

99.49

100

222

2274

209

0

0

0

91.06

43.06

95.47

94.80

91.62

97.01

33.01

50.36

97.74

97.74

-

0

223

2045

73

473

14

0

87.82

43.04

99.95

86.50

97.20

100

0

-

90.98

99.91

50.74

99.17

228

1688

3

362

0

0

99.51

97.81

99.88

99.53

99.85

100

0

-

99.71

99.94

98.62

99.72

230

2255

0

1

0

0

99.96

0

100

99.96

100

100

-

-

99.96

100

0

-

231

1568

1

2

0

0

99.94

66.67

100

99.94

99.94

100

0

-

100

100

100

100

232

398

1382

0

0

0

96.18

97.76

90.70

92.09

96.07

90.70

97.61

97.33

99.89

99.89

-

0

233

2230

7

831

11

0

97.63

91.40

100

96.83

99.77

100

0

-

97.89

99.78

92.78

99.36

234

2700

50

3

0

0

98.18

5.66

100

98.18

98.18

100

0

-

100

100

100

100

Total

90126

2779

7008

803

15

97.18

75.66

99.71

97.21

98.61

99.86

54.44

91.59

98.61

99.56

85.99

93.65

  1. '-' shows the parts with the '0' denominator. The overall performance levels are calculated based on the entire classification results; these do not refer to the average of the performance level of each subject. AC, SF, ST and +P means accuracy, specificity, sensitivity and positive predictive value respectively. SVEB is supraventricular ectopic beats. VEB is ventricular ectopic beats.