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Table 2 Performance assessment. VS and CLASS stand for variable selection method and classifier, respectively.

From: Machine learning techniques to identify putative genes involved in nitrogen catabolite repression in the yeast Saccharomyces cerevisiae

      Negative control
VS CLASS BER AUC AUCext BER AUC AUCext
Filter NB 0.31 0.93 0.95 0.49 ± 0.022 0.50 ± 0.072 0.63 ± 0.023
  KNN 0.18 0.90 0.91 0.51 ± 0.021 0.51 ± 0.077 0.34 ± 0.088
  SVM 0.13* 0.93 0.98 0.48 ± 0.060 0.50 ± 0.097 0.67 ± 0.026
  NB 0.24 0.95 0.91 0.49 ± 0.054 0.50 ± 0.130 0.48 ± 0.016
Wrapper KNN 0.20 0.97 0.66 0.48 ± 0.045 0.52 ± 0.100 0.41 ± 0.073
  SVM 0.13* 0.95 0.88 0.47 ± 0.066 0.58 ± 0.130 0.58 ± 0.042