Node2Vec

#network-science/graph-embedding
#network-science/random-walks

node2vec is a direct application of word2vec optimized with negative sampling.

Packages

There are many repos for node2vec, although not every repo produces consistent results, and some repos seem to have bugs. The choice of repo does matter.

All packages except the pytorch geometric are built on top of word2vec implemented in gensim.

Parameter configuration

node2vec has several parameters to define random walks in networks together with the parameters for gensim (word2vec).

Built-in features

Tips

Relation to other methods

Misc