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 | 96.93 | 96.86 | 96.93 | 99.02 | 99.02 | 99.02 |
 | C.elegans | 83.96 | 84.87 | 83.96 | 81.52 | 84.40 | 81.52 |
 | A.thaliana | 92.83 | 92.67 | 92.83 | 95.66 | 95.84 | 95.66 |
C5.0 | Rattus norvegicus | 97.93 | 97.89 | 97.93 | 99.68 | 99.68 | 99.68 |
 | C.elegans | 94.64 | 94.69 | 94.64 | 95.80 | 95.96 | 95.80 |
 | A.thaliana | 97.13 | 97.06 | 97.13 | 99.37 | 99.37 | 99.37 |
KNN | Rattus norvegicus | 94.64 | 94.36 | 94.64 | 99.72 | 99.43 | 99.72 |
 | C.elegans | 91.50 | 91.63 | 91.50 | 91.68 | 92.31 | 91.68 |
 | A.thaliana | 93.43 | 93.12 | 93.43 | 98.26 | 98.29 | 98.26 |
NB | Rattus norvegicus | 65.63 | 47.83 | 65.63 | 79.26 | 74.37 | 79.26 |
 | C.elegans | 57.06 | 33.21 | 57.06 | 69.10 | 67.95 | 69.10 |
 | A.thaliana | 62.28 | 40.61 | 62.28 | 81.72 | 79.44 | 81.72 |