Table 8 Results for Classifier trained on Caenorhabditis elegans and tested on remaining datasets
From: Improved prediction of missing protein interactome links via anomaly detection
Classifier | Networks | Without anomaly detection | With anomaly detection | ||||
|---|---|---|---|---|---|---|---|
| Â | Â | Accuracy | F-measure | AUC | Accuracy | F-measure | AUC |
SVM | Rattus norvegicus | 81.24 | 76.99 | 81.24 | 99.05 | 99.05 | 99.05 |
| Â | Mus-Musculus | 82.57 | 78.98 | 82.57 | 98.23 | 98.25 | 98.23 |
| Â | A.thaliana | 81.28 | 77.04 | 81.28 | 97.93 | 97.95 | 97.93 |
C5.0 | Rattus norvegicus | 95.56 | 95.37 | 95.56 | 97.87 | 97.83 | 97.87 |
| Â | Mus-Musculus | 95.07 | 94.82 | 95.07 | 98.48 | 98.46 | 98.48 |
| Â | A.thaliana | 94.77 | 94.49 | 94.77 | 98.68 | 98.66 | 98.68 |
KNN | Rattus norvegicus | 93.94 | 93.56 | 93.94 | 99.08 | 99.08 | 99.08 |
| Â | Mus-Musculus | 93.45 | 93.02 | 93.45 | 98.53 | 98.52 | 98.53 |
| Â | A.thaliana | 93.29 | 92.87 | 93.29 | 98.29 | 98.29 | 98.29 |
NB | Rattus norvegicus | 65.38 | 47.24 | 65.38 | 74.37 | 65.78 | 74.37 |
| Â | Mus-Musculus | 62.56 | 40.95 | 62.56 | 71.66 | 61.22 | 71.66 |
| Â | A.thaliana | 62.62 | 40.82 | 62.62 | 72.99 | 64.02 | 72.99 |