LINE

Reported on 5 benchmarks across 1 task · 2 papers · 3 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Graphs5 results

Node ClassificationonYouTube
Macro-F1@2%· 2019-03-02
33.69
SOTA
GraphVite: A High-Performance CPU-GPU Hybrid System for Node Embedding arXiv:1903.00757
Node ClassificationonYouTube
Micro-F1@2%· 2019-03-02
40.61
SOTA
GraphVite: A High-Performance CPU-GPU Hybrid System for Node Embedding arXiv:1903.00757
Node ClassificationonYouTube
runtime (s)· 2019-03-02
70.09
SOTA
GraphVite: A High-Performance CPU-GPU Hybrid System for Node Embedding arXiv:1903.00757
Node ClassificationonWikipedia
Macro-F1· 2015-03-12
0.164
best: 0.194 (GraphGAN)
LINE: Large-scale Information Network Embedding arXiv:1503.03578
Node ClassificationonEximtradedata
Macro-F1· 2015-03-12
0.192
best: 0.3093 (GraRep)
LINE: Large-scale Information Network Embedding arXiv:1503.03578