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. 2020 Feb 15;18:427–438. doi: 10.1016/j.csbj.2020.02.006

Table 2.

Compare the Performance of GCN with other different traditional methods.

Performance metrics AUC
AUPRC
Accuracy
Kappa
Evaluation method
mean std mean std mean std mean std
GCN 0.892 0.008 0.794 0.015 0.919 0.018 0.584 0.031 10-fold CV (Negative sampling)
DNN (adjacency) 0.752 0.052 0.691 0.029 0.882 0.029 0.541 0.021 10-fold CV
DNN (physiochemical) 0.811 0.021 0.666 0.041 0.833 0.045 0.486 0.044 10-fold CV
SVM 0.762 0.072 0.682 0.13 0.872 0.059 0.514 0.14 10-fold CV
EN 0.741 0.059 0.522 0.09 0.881 0.051 0.531 0.062 10-fold CV
RF 0.779 0.054 0.534 0.043 0.873 0.043 0.522 0.056 10-fold CV