Table 10 Comparison of prediction performance between our proposed method and other seven methods on the yeast dataset
From: Predicting protein-protein interactions via multivariate mutual information of protein sequences
Method | AUROC | AUPRC | ||||||
|---|---|---|---|---|---|---|---|---|
| Â | CV | C1 | C2 | C3 | CV | C1 | C2 | C3 |
MMI+NMBAC | 0.82 ±0.02 | 0.82 ±0.01 | 0.62 ±0.02 | 0.61 ±0.02 | 0.84 ±0.01 | 0.84 ±0.01 | 0.64 ±0.02 | 0.62 ±0.02 |
MMI | 0.82 ±0.01 | 0.82 ±0.01 | 0.62 ±0.02 | 0.60 ±0.02 | 0.84 ±0.02 | 0.84 ±0.01 | 0.64 ±0.02 | 0.61 ±0.02 |
NMBAC | 0.82 ±0.01 | 0.82 ±0.01 | 0.61 ±0.02 | 0.60 ±0.03 | 0.83 ±0.01 | 0.83 ±0.01 | 0.63 ±0.03 | 0.60 ±0.03 |
M1 | 0.82 ±0.01 | 0.82 ±0.01 | 0.61 ±0.02 | 0.58 ±0.03 | 0.83 ±0.02 | 0.83 ±0.01 | 0.62 ±0.02 | 0.57 ±0.03 |
M2 | 0.83 ±0.01 | 0.84 ±0.01 | 0.60 ±0.02 | 0.59 ±0.03 | 0.84 ±0.02 | 0.84 ±0.01 | 0.61 ±0.02 | 0.58 ±0.03 |
M3 | 0.61 ±0.01 | 0.61 ±0.01 | 0.53 ±0.01 | 0.50 ±0.01 | 0.65 ±0.02 | 0.65 ±0.02 | 0.56 ±0.03 | 0.53 ±0.07 |
M4 | 0.76 ±0.02 | 0.76 ±0.02 | 0.57 ±0.02 | 0.54 ±0.03 | 0.76 ±0.02 | 0.76 ±0.02 | 0.58 ±0.02 | 0.54 ±0.03 |
M5 | 0.80 ±0.02 | 0.80 ±0.01 | 0.58 ±0.01 | 0.55 ±0.02 | 0.78 ±0.02 | 0.78 ±0.01 | 0.57 ±0.02 | 0.54 ±0.02 |
M6 | 0.75 ±0.02 | 0.75 ±0.02 | 0.59 ±0.04 | 0.52 ±0.04 | 0.75 ±0.02 | 0.76 ±0.02 | 0.60 ±0.05 | 0.47 ±0.07 |
M7 | 0.58 ±0.02 | 0.58 ±0.01 | 0.54 ±0.02 | 0.52 ±0.03 | 0.60 ±0.02 | 0.60 ±0.02 | 0.55 ±0.02 | 0.53 ±0.02 |