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 | Mus-Musculus | 90.89 | 90.68 | 90.89 | 92.81 | 93.29 | 92.81 |
 | C.elegans | 77.71 | 80.01 | 77.71 | 74.33 | 79.57 | 74.33 |
 | A.thaliana | 90.91 | 90.76 | 90.91 | 92.57 | 93.07 | 92.57 |
C5.0 | Mus-Musculus | 84.24 | 81.46 | 84.24 | 98.61 | 98.62 | 98.61 |
 | C.elegans | 82.43 | 79.73 | 82.43 | 94.31 | 94.59 | 94.31 |
 | A.thaliana | 82.03 | 78.25 | 82.03 | 98.75 | 98.75 | 98.75 |
KNN | Mus-Musculus | 84.38 | 81.85 | 84.38 | 96.63 | 96.72 | 96.63 |
 | C.elegans | 81.45 | 79.86 | 81.45 | 85.88 | 87.57 | 85.88 |
 | A.thaliana | 83.11 | 80.19 | 83.11 | 96.57 | 96.66 | 96.57 |
NB | Mus-Musculus | 65.93 | 50.25 | 65.93 | 85.73 | 84.82 | 85.73 |
 | C.elegans | 60.12 | 48.44 | 60.12 | 71.98 | 74.68 | 71.98 |
 | A.thaliana | 68.10 | 56.24 | 68.10 | 87.29 | 87.10 | 87.29 |