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Table 12 Confusion matrix for proposed, statistical and non-statistical methods on different scales

From: Mining precise cause and effect rules in large time series data of socio-economic indicators

Accuracy parameters

Proposed method

Li et al. (2013)

Jin et al. (2012)

Silverstein et al. (2000)

Granger causality

Bayesian network

WBD-10, Rules: 50, CR:16, NCR: 34

TP

15

13

12

11

11

12

TN

31

28

25

22

23

27

FP

3

6

9

12

11

7

FN

1

3

4

5

5

4

WBD-20, Rules: 100, CR:38, NCR: 62

TP

35

32

28

26

25

29

TN

56

51

46

41

42

48

FP

6

11

16

21

20

14

FN

3

6

10

12

13

9

WBD-30, Rules: 150, CR: 65, NCR: 85

TP

59

52

47

41

42

50

TN

75

69

62

55

56

66

FP

10

16

23

30

29

19

FN

6

13

18

24

23

15

WBD-40, Rules: 200, CR: 88, NCR: 112

TP

80

70

60

53

52

62

TN

100

91

80

70

68

81

FP

12

21

32

42

43

33

FN

8

18

28

35

37

31

WBD-50, Rules: 250, CR: 112, NCR: 138

TP

101

88

73

67

64

75

TN

122

109

93

84

82

94

FP

11

29

45

54

56

44

FN

11

24

39

45

48

37