Node Clustering on IMDB
10.87NMIHAN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| HANattention_level=dual-level (node and semantic)2019.03 | 10.87 | 10.01 | |
| HANsemattention_level=semantic-level only2019.03 | 10.31 | 9.51 | |
| HANndattention_level=node-level only2019.03 | 9.16 | 7.98 | |
| GAT2019.03 | 8.45 | 7.46 | |
| GCN2019.03 | 5.45 | 4.4 | |
| HDGI-C2019.11 | 1.87 | 3.7 | |
| DeepWalk2019.03 | 1.45 | 2.15 | |
| DeepWalk2019.11 | 1.23 | 1.22 | |
| DeepWalk+Ffeatures=node features included2019.11 | 1.23 | 1.22 | |
| metapath2vec2019.03 | 1.2 | 1.7 | |
| HERec2019.03 | 1.2 | 1.65 | |
| Metapath2vec2019.11 | 1.15 | 1.51 | |
| Raw Feature2019.11 | 1.06 | 1.17 | |
| HDGI-A2019.11 | 0.8 | 1.29 | |
| DGI2019.11 | 0.56 | 2.6 | |
| ESim2019.03 | 0.55 | 0.1 | |
| HGConv2020.12 | 0.2757 | 0.3164 | |
| RGCN2020.12 | 0.2647 | 0.3069 | |
| HGT2020.12 | 0.2566 | 0.2982 | |
| HAN2020.12 | 0.24 | 0.2777 | |
| GCN2020.12 | 0.2099 | 0.2435 | |
| GAT2020.12 | 0.2005 | 0.2264 | |
| MLP2020.12 | 0.1811 | 0.2011 | |
| HetGNN2020.12 | 0.1723 | 0.1957 |