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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