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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