A curated list of network embedding techniques.
The task is to learn the representations of vertices from a given network.
DeepWalk
DeepWalk: Online Learning of Social Representations, KDD'14
[arxiv] [original python code]
LINE
LINE: Large-scale information network embedding, WWW'15
GraRep
Grarep: Learning graph representations with global structural information, CIKM'15
node2vec
node2vec: Scalable Feature Learning for Networks, KDD'16
[arxiv] [original python code] [python code2]
DNGR
Deep Neural Networks for Learning Graph Representations, AAAI'16