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Table 10 Rules generated from 8 significant features using weighted associative rule mining

From: A novel approach for heart disease prediction using strength scores with significant predictors

No

Rules

Confidence

1

Sex = Female CP = nonAnginalPain Thal = normal =  =  > class_HD = No Heart Disease

1

2

Sex = Female Exang = No Oldpeak = greaterThanZero CA = zero =  =  > class_HD = No Heart Disease

1

3

CP = asymptomatic Exang = Yes Oldpeak = greaterThanZero Thal = reversible =  =  > class_HD = Heart Disease

0.98

4

Sex = Male CP = asymptomatic Exang = Yes Oldpeak = greaterThanZero Thal = reversable =  =  > class_HD = Heart Disease

0.97

5

CP = asymptomatic Fbs = FALSE Exang = Yes Oldpeak = greaterThanZero Thal = reversable =  =  > class_HD = Heart Disease

0.97

6

Sex = Female CP = nonAnginalPain =  =  > class_HD = No Heart Disease

0.97

7

Sex = Female Fbs = FALSE Exang = No Oldpeak = greaterThanZero Thal = normal =  =  > class_HD = No Heart Disease

0.97

8

Sex = Male CP = asymptomatic CA = one =  =  > class_HD = Heart Disease

0.97

9

Sex = Female CP = nonAnginalPain Exang = No =  =  > class_HD = No Heart Disease

0.97

10

CP = asymptomatic Exang = Yes Slope = flat Thal = reversable =  =  > class_HD = Heart Disease

0.97

11

CP = asymptomatic Exang = Yes Oldpeak = greaterThanZero Slope = flat Thal = reversable =  =  > class_HD = Heart Disease

0.97

12

Sex = Male CP = asymptomatic Fbs = FALSE Exang = Yes Oldpeak = greaterThanZero Thal = reversable =  =  > class_HD = Heart Disease

0.97

13

Sex = Female Exang = No CA = zero =  =  > class_HD = No Heart Disease

0.96

14

Sex = Female Exang = No CA = zero Thal = normal =  =  > class_HD = No Heart Disease

0.96

15

CP = asymptomatic Slope = flat Thal = reversable =  =  > class_HD = Heart Disease

0.96

16

Sex = Female Fbs = FALSE Exang = No CA = zero =  =  > class_HD = No Heart Disease

0.96

17

CP = asymptomatic Oldpeak = greaterThanZero Slope = flat Thal = reversable =  =  > class_HD = Heart Disease

0.96

18

Sex = Female Fbs = FALSE Exang = No CA = zero Thal = normal =  =  > class_HD = No Heart Disease

0.96

19

CP = asymptomatic Fbs = FALSE Slope = flat Thal = reversable =  =  > class_HD = Heart Disease

0.95

20

CP = asymptomatic Fbs = FALSE Oldpeak = greaterThanZero Slope = flat Thal = reversable =  =  > class_HD = Heart Disease

0.95