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Table 13 Comparison of prediction performance between our proposed method and other seven methods on new human dataset, suppressing representation bias-driven learning

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

Method AUROC AUPRC
  CV C1 C2 C3 CV C1 C2 C3
MMI+NMBAC 0.61 ±0.01 0.62 ±0.01 0.57 ±0.02 0.53 ±0.01 0.64 ±0.01 0.65 ±0.01 0.58 ±0.02 0.53 ±0.01
MMI 0.61 ±0.01 0.62 ±0.01 0.57 ±0.01 0.53 ±0.01 0.64 ±0.01 0.65 ±0.01 0.58 ±0.01 0.53 ±0.01
NMBAC 0.59 ±0.01 0.60 ±0.01 0.56 ±0.01 0.52 ±0.02 0.62 ±0.01 0.63 ±0.01 0.56 ±0.01 0.52 ±0.01
M1 0.64 ±0.01 0.65 ±0.01 0.61 ±0.01 0.57 ±0.02 0.66 ±0.01 0.67 ±0.01 0.61 ±0.02 0.56 ±0.02
M2 0.59 ±0.01 0.60 ±0.01 0.60 ±0.01 0.57 ±0.02 0.60 ±0.01 0.61 ±0.01 0.59 ±0.01 0.55 ±0.01
M3 0.54 ±0.01 0.55 ±0.01 0.53 ±0.01 0.50 ±0.00 0.61 ±0.01 0.61 ±0.01 0.56 ±0.02 0.52 ±0.05
M4 0.56 ±0.01 0.56 ±0.01 0.54 ±0.01 0.52 ±0.02 0.54 ±0.01 0.54 ±0.01 0.53 ±0.01 0.52 ±0.01
M5 0.59 ±0.01 0.60 ±0.01 0.56 ±0.01 0.53 ±0.01 0.63 ±0.01 0.64 ±0.01 0.57 ±0.01 0.53 ±0.01
M7 0.55 ±0.01 0.55 ±0.01 0.53 ±0.01 0.53 ±0.03 0.55 ±0.01 0.55 ±0.01 0.53 ±0.01 0.54 ±0.02