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 |