Link Prediction on Amazon
0.9744ROC-AUCGATNE-T
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GATNE-Tmode=transductive2019.05 | 0.9744 | 0.9705 | 92.87 | — | |
| GATNE-Imode=inductive2019.05 | 0.9625 | 0.9477 | 91.36 | — | |
| HGTModel Category=Heterogeneous2024.09 | 0.9566 | 0.9615 | — | — | |
| PMNEvariant=n2019.05 | 0.9559 | 0.9548 | 89.37 | — | |
| node2vec2019.05 | 0.9447 | 0.943 | 87.88 | — | |
| DeepWalk2019.05 | 0.942 | 0.9403 | 87.38 | — | |
| metapath2vec2019.05 | 0.9415 | 0.9401 | 87.48 | — | |
| HANModel Category=Heterogeneous2024.09 | 0.9364 | 0.9524 | — | — | |
| PMNEvariant=c2019.05 | 0.9355 | 0.9346 | 86.42 | — | |
| Simple-HGN2021.12 | 0.934 | — | — | 96.94 | |
| SimpleHGN2024.09 | 0.934 | — | — | — | |
| MVE2019.05 | 0.9298 | 0.9305 | 87.8 | — | |
| GCN2021.12 | 0.9284 | — | — | 97.05 | |
| HetSheaf2024.09 | 0.9171 | — | — | — | |
| HetSheafModel Category=Sheaf-based2024.09 | 0.9171 | 0.9376 | — | — | |
| GAT2021.12 | 0.9165 | — | — | 96.58 | |
| R-GCNModel Category=Heterogeneous2024.09 | 0.9142 | 0.9337 | — | — | |
| MNE2019.05 | 0.9028 | 0.9174 | 83.25 | — | |
| Sheaf-NSD2024.09 | 0.9004 | — | — | — | |
| Sheaf-NSDModel Category=Sheaf-based2024.09 | 0.9004 | 0.9263 | — | — | |
| GCNModel Category=Homogeneous2024.09 | 0.8966 | 0.924 | — | — | |
| GINModel Category=Homogeneous2024.09 | 0.8962 | 0.921 | — | — | |
| PMNEvariant=r2019.05 | 0.8838 | 0.8856 | 79.67 | — | |
| HGT2021.12 | 0.8826 | — | — | 93.87 | |
| SAGEModel Category=Homogeneous2024.09 | 0.8795 | 0.9079 | — | — | |
| RGCN2021.12 | 0.8634 | — | — | 93.92 | |
| GATModel Category=Homogeneous2024.09 | 0.861 | 0.8862 | — | — | |
| LINE2019.05 | 0.8145 | 0.7497 | 76.35 | — | |
| HetGNN2021.12 | 0.7774 | — | — | 91.79 | |
| HetGNN2024.09 | 0.7774 | — | — | — | |
| GATNE2021.12 | 0.7739 | — | — | 92.04 | |
| GATNE2024.09 | 0.7739 | — | — | — | |
| ANRL2019.05 | 0.7168 | 0.703 | 67.72 | — |