TABLE I.
# GNN Layers | ||||
---|---|---|---|---|
Method | 1 | 2 | 3 | 4 |
NGF [14] | 0.865 (0.007) | 0.871 (0.013) | 0.873 (0.017) | 0.869 (0.017) |
DTNN [53] | 0.867 (0.007) | 0.880 (0.007) | 0.882 (0.008) | 0.873 (0.012) |
Node and Edge Average [20] | 0.876 (0.005) | 0.898 (0.005) | 0.895 (0.006) | 0.889 (0.007) |
NeiA+HOPI [41] | 0.902 (0.012) | 0.919 (0.015) | 0.921 (0.009) | 0.915 (0.009) |
NeiWA+HOPI [41] | 0.908 (0.019) | 0.930 (0.016) | 0.924 (0.011) | 0.914 (0.013) |
NeiA+HOPI+DIPS-Plus [42] | 0.9426 (0.001) | 0.9438 (0.001) | 0.9432 (0.005) | 0.9426 (0.007) |
NeiWA+HOPI+DIPS-Plus [42] | 0.9065 (0.029) | 0.9342 (0.01) | 0.9335 (0.006) | 0.9384 (0.004) |
MedAUROC: median area under the receiver operating characteristic curve. SOTA: state-of-the-art.