From: Improved prediction of missing protein interactome links via anomaly detection
Classifier | Networks | Without anomaly detection | With anomaly detection | ||||
---|---|---|---|---|---|---|---|
 |  | Accuracy | F-measure | AUC | Accuracy | F-measure | AUC |
SVM | Rattus norvegicus | 96.71 | 96.64 | 96.71 | 98.98 | 98.99 | 98.98 |
 | Mus-Musculus | 93.78 | 93.68 | 93.78 | 95.79 | 95.96 | 95.79 |
 | C.elegans | 85.03 | 86.03 | 85.03 | 81.63 | 84.48 | 81.63 |
C5.0 | Rattus norvegicus | 99.46 | 99.46 | 99.46 | 99.45 | 99.45 | 99.45 |
 | Mus-Musculus | 99.34 | 99.34 | 99.34 | 99.22 | 99.22 | 99.22 |
 | C.elegans | 96.92 | 97.00 | 96.92 | 95.72 | 95.89 | 95.72 |
KNN | Rattus norvegicus | 96.66 | 96.56 | 96.67 | 99.58 | 99.58 | 99.58 |
 | Mus-Musculus | 95.45 | 95.31 | 95.45 | 98.18 | 98.20 | 98.18 |
 | C.elegans | 91.38 | 91.45 | 91.37 | 90.52 | 91.34 | 90.52 |
NB | Rattus norvegicus | 64.42 | 44.95 | 64.42 | 77.33 | 71.09 | 77.33 |
 | Mus-Musculus | 60.78 | 36.47 | 60.78 | 76.14 | 70.10 | 76.15 |
 | C.elegans | 57.96 | 35.03 | 57.96 | 70.69 | 68.43 | 70.69 |