Table 3 Analyze the performance of 2-tuples and 3-tuples MI on S.cerevisiae dataset
From: Predicting protein-protein interactions via multivariate mutual information of protein sequences
Feature | Classifier | ACC(%) | SN(%) | Spec(%) | PPV(%) | NPV(%) | F1(%) | MCC(%) |
|---|---|---|---|---|---|---|---|---|
2-tuples MI | RF | 93.56 ±0.23 | 89.98 ±0.51 | 97.41 ±0.64 | 97.38 ±0.58 | 90.06 ±0.45 | 93.54 ±0.41 | 87.42 ±0.83 |
3-tuples MI | RF | 93.88 ±0.25 | 90.25 ±0.42 | 97.30 ±0.50 | 96.94 ±0.44 | 91.35 ±0.55 | 93.47 ±0.39 | 87.92 ±0.77 |
MMI | RF | 94.23 ±0.36 | 91.01 ±0.45 | 97.44 ±0.40 | 97.27 ±0.38 | 91.55 ±0.48 | 94.03 ±0.35 | 88.63 ±0.71 |