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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