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Table 2 The total number of new features generated by three D-MIAT thresholds in the each of the 28 datasets

From: Using discretization for extending the set of predictive features

Dataset

Attributes

Average features from D-MIAT

Range

Dataset

Attributes

Average features from D-MIAT

Range

Abalone

8

0

-

Penbased

16

0

-

Arrhythmia

279

0

-

Pendigits

16

0

-

Glass

9

12.9

12–15

Pima

8

3.1

3–4

Heart

13

6.8

6–7

Satimage

36

128.2

127–130

Ionosphere

33

26.1

22–31

Segment

19

97.6

96–10

Iris

4

20

19–21

Sonar

60

18.2

15–20

Jm1

21

0

-

Spambase

57

32.9

31–35

Madelon

500

0

-

Spectrometer

102

0

-

Mc1

38

12

12

Texture

40

0

-

Mfeat-factors

216

0

-

Thyroid

21

1

1

Mfeat-fourier

76

0

-

Vowel

13

0

-

Mfeat-karhunen

64

0

-

Waveform

40

39.5

37–42

Mfeat-zernike

47

0

-

Winequality-red

11

3.9

3–4

Pc2

36

17.2

17–19

Winequality-white

4

2.7

2–4