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Table 5 Classification comparison Under different metrics using balanced random sampling

From: Improved prediction of missing protein interactome links via anomaly detection

Network Classifier Without anomaly detection With anomaly detection
   Accuracy F-measure AUC Accuracy F-measure AUC
Arabidopsis SVM 92.99 92.70 92.99 97.01 97.09 97.01
thaliana C5.0* 99.41 99.76 99.41 99.41 99.41 99.41
  KNN 94.81 94.60 94.81 98.43 98.45 98.43
  NB 62.55 41.18 62.55 86.77 85.53 86.77
Caenorhabditis SVM 87.02 85.18 87.02 93.60 93.97 93.60
elegans C5.0* 97.77 97.74 97.77 97.95 97.97 97.95
  KNN 92.63 92.33 92.63 96.20 96.32 96.20
  NB 60.32 41.53 60.32 66.90 56.98 66.90
Mus musculus SVM 93.71 93.49 93.71 96.64 96.75 96.64
  C5.0 98.63 98.62 98.63 99.37 99.37 99.37
  KNN 93.14 92.74 93.14 98.38 98.41 98.38
  NB 59.67 33.26 59.67 78.60 74.78 78.60
Rattus SVM 94.61 94.35 94.61 98.56 98.57 98.56
norvegicus C5.0 90.75 89.84 90.75 99.40 99.40 99.40
  KNN 86.20 84.04 86.20 99.37 99.37 99.37
  NB 67.42 51.85 67.42 82.73 80.13 82.73
  1. where * shows the p-value >.05