Table 4 Ablation studies on SHS27k and SHS148k datasets
Datasets | Partition scheme | GNN-PPI | −PMHGE | −PAASE | LDMGNN |
|---|---|---|---|---|---|
SHS27K | Random | \(87.91 \pm 0.39\) | \(88.72 \pm 0.44\) | \(89.28 \pm 0.41\) | \(89.34 \pm 0.44\) |
BFS | \(63.81 \pm 1.79\) | \(68.84 \pm 5.49\) | \(68.61 \pm 3.72\) | \(74.56 \pm 3.03\) | |
DFS | \(74.72 \pm 5.26\) | \(76.92 \pm 4.28\) | \(74.81 \pm 2.78\) | \(78.20 \pm 2.69\) | |
SHS148K | Random | \(92.26 \pm 0.10\) | \(92.38 \pm 0.08\) | \(92.35 \pm 0.26\) | \(92.54 \pm 0.21\) |
BFS | \(71.37 \pm 5.33\) | \(69.01 \pm 4.36\) | \(71.63 \pm 3.19\) | \(73.98 \pm 5.51\) | |
DFS | \(82.67 \pm 0.85\) | \(82.77 \pm 1.58\) | \(82.91 \pm 1.19\) | \(83.79 \pm 0.95\) |