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Table 11 Comparison results of different PPIs prediction methods on Human

From: SDNN-PPI: self-attention with deep neural network effect on protein-protein interaction prediction

Methods ACC(%) Spec(%) Sens(%) Prec(%) MCC(%) AUC(%)
RPEC[26] 96.59 N/A 96.72 96.18 93.18 N/A
Bio2Vec[59] 97.31 N/A 96.28 98.48 94.76 99.61
GWOSVM[61] 94.56 N/A 95.55 93.08 89.51 N/A
DeepFE-PPI[34] 98.71 ± 0.30 N/A 98.54 ± 0.55 98.77 ± 0.53 97.43 ± 0.61 N/A
AE-LGBM[60] 98.70 ± 0.10 99.20 ± 0.20 98.10 ± 0.20 N/A 97.30 ± 0.30 N/A
AE-AC[60] 97.19 98.06 96.34 N/A N/A N/A
SDNN-PPI 98.94 ± 0.19 99.10 ± 0.24 98.77 ± 0.49 99.02 ± 0.13 97.57 ± 0.60 99.60