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Table 3 Least PTS of each tree constructed by WEKA

From: Descriptive forest: experiments on a novel tree-structure-generalization method for describing cardiovascular diseases

minNumObj

Cleveland dataset

Hungarian dataset

C–H dataset

All the CVD datasets

acc

LN

size

PTS

acc

LN

size

PTS

acc

LN

size

PTS

acc

LN

size

PTS

2

72.52

40

68

12

90.79

3

4

2

86.39

26

43

9

85.19

34

60

8

3

71.85

33

56

10

90.44

3

4

2

85.04

26

42

10

85.73

17

30

4

4

71.85

13

21

5

92.49

3

4

2

85.04

17

27

7

85.62

16

28

4

5

68.87

12

19

5

92.15

3

4

2

85.55

17

27

7

85.19

16

28

4

6

69.87

6

9

3

90.79

3

4

2

82.86

12

21

3

84.10

16

28

4

7

71.19

6

9

3

91.47

3

4

2

83.53

8

14

2

84.10

14

24

4

8

73.18

6

9

3

91.81

3

4

2

83.53

8

14

2

83.55

16

28

4

9

73.18

6

9

3

92.49

3

4

2

83.53

8

14

2

83.66

12

22

2

10

72.52

6

9

3

92.49

3

4

2

83.36

8

14

2

83.33

12

22

2

11

72.52

6

9

3

93.17

5

8

2

83.53

8

14

2

83.12

12

22

2

12

70.86

6

10

2

93.17

3

4

2

83.70

7

12

2

82.68

12

20

4

13

70.86

6

10

2

93.17

3

4

2

83.70

7

12

2

83.22

12

20

4

14

70.53

6

10

2

93.17

3

4

2

83.70

5

8

2

83.88

10

18

2

15

69.87

6

10

2

93.17

3

4

2

83.70

5

8

2

83.55

10

18

2

20

70.20

6

10

2

93.17

3

4

2

84.20

5

8

2

83.12

9

16

2

25

70.53

5

9

1

93.17

3

4

2

83.70

5

8

2

83.44

7

12

2

30

71.52

5

8

2

93.17

3

4

2

81.68

5

8

2

82.35

6

10

2

35

70.86

4

7

1

93.17

3

4

2

80.84

4

6

2

81.05

6

10

2

40

71.52

4

7

1

93.17

3

4

2

80.84

4

6

2

81.05

4

6

2

  1. Note: Acc accuracy, LN Number of Leaf Nodes, Size tree size, and PTS Prodigality for the Tree Structure