Comparison of clustering quality of six graph embedding methods in terms of macro- and micro-F1 scores against three large graph data sets
| DeepWalk | node2vec | LINE | GraRep | GF | HOPE | ||
|---|---|---|---|---|---|---|---|
| YouTube | Macro-F1 | 0.206 | 0.221 | 0.170 | N/A | N/A | N/A |
| Micro-F1 | 0.293 | 0.301 | 0.266 | N/A | N/A | N/A | |
| Flickr | Macro-F1 | 0.212 | 0.203 | 0.162 | N/A | N/A | N/A |
| Micro-F1 | 0.313 | 0.311 | 0.289 | N/A | N/A | N/A | |
| BlogCatalog | Macro-F1 | 0.247 | 0.250 | 0.194 | 0.230 | 0.072 | 0.143 |
| Micro-F1 | 0.393 | 0.400 | 0.356 | 0.393 | 0.236 | 0.308 |
| DeepWalk | node2vec | LINE | GraRep | GF | HOPE | ||
|---|---|---|---|---|---|---|---|
| YouTube | Macro-F1 | 0.206 | 0.221 | 0.170 | N/A | N/A | N/A |
| Micro-F1 | 0.293 | 0.301 | 0.266 | N/A | N/A | N/A | |
| Flickr | Macro-F1 | 0.212 | 0.203 | 0.162 | N/A | N/A | N/A |
| Micro-F1 | 0.313 | 0.311 | 0.289 | N/A | N/A | N/A | |
| BlogCatalog | Macro-F1 | 0.247 | 0.250 | 0.194 | 0.230 | 0.072 | 0.143 |
| Micro-F1 | 0.393 | 0.400 | 0.356 | 0.393 | 0.236 | 0.308 |
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