Deep Walk (Perozzi et al.2014)
Learning node representations with the technique for learning word representations,i.e,Skipgram Treat random walks on networks as sentencesComparison between LINE,DeepWalk and Node2Vec
Algorithm | Neighbor Expansion | Proximity | Optimization | Validation Data |
---|---|---|---|---|
LINE | BFS | first or scond | Negative Sampling | No |
DeepWalk | Random | second | Hierarchical Softmax | No |
Node2Vec | BFS+DFS | first | Negative Samping | Yes |
To be continue
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