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. 2010 Apr 8;11:175. doi: 10.1186/1471-2105-11-175

Table 3.

Machine learning classifiers coupled with encoding methods

Encoding method
Data Mtr Clfr NG AM DD DDSM

DS1 CA C4.5 96.7 95 95 96.7
SVM 96.7 93.3 96.7 96.7
NB 86.7 90 81.7 80
NN 63.3 78.3 60 61.7

NA 4935 2060 4905 2565

DS2 CA C4.5 99.6 99.4 99.8 99.4
SVM 100 99.4 100 100
NB 100 74.7 100 100
NN 100 100 100 98.8

NA 6503 7055 10058 1312

DS3 CA C4.5 36.4 - 36.7 79.2
SVM 43.2 - 43.2 78.94
NB 43.2 - 43.1 59.4
NN 20.9 - 21.3 77

NA 7983 - 8403 508

DS4 CA C4.5 60 57.5 77.5 82.5
SVM 67.5 65 87.5 87.5
NB 57.5 40 92.6 95
NN 52.5 60 80 80

NA 5561 3602 7116 5505

DS5 CA C4.5 75.5 75.1 67.9 73.3
SVM 84.1 81.2 82.3 82.3
NB 77.3 63.7 84.5 85.9
NN 80.5 79.4 78 78

NA 6465 2393 13830 13083

Mtr: Metric, Clfr: Classifier, CA: Classification Accuracy (%), NA: Number of Attributes.