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Table 7 Comparison of the prediction performance between our proposed method and other different methods on H.pylori dataset

From: Predicting protein-protein interactions via multivariate mutual information of protein sequences

Methods ACC(%) SN(%) PPV(%) MCC(%)
Our method(MMI + NMBAC) 87.59 86.81 88.23 75.24
Our method(MMI) 85.42 85.22 87.70 70.71
Our method(NMBAC) 85.59 83.33 89.53 71.35
You’s work(AC+CT+LD+MAC) [30] 87.50 88.95 86.15 78.13
You’s work(MCD)[16] 84.91 83.24 86.12 74.40
Huang’s work(DCT + SMR) [19] 86.74 86.43 87.01 76.99
Phylogenetic bootstrap [33] 75.80 69.80 80.20 N/A a
HKNN [24] 84.00 86.00 84.00 N/A a
Signature products [32] 83.40 79.90 85.70 N/A a
Ensemble of HKNN [25] 86.60 86.70 85.00 N/A a
Boosting 79.52 80.37 81.69 70.64
  1. aN/A means not available