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Unsupervised node embeddings

Posted on One min read
Diverse graph world
How can we analyze diverse world of graphs without developing task-specific algorithms?

slides (in Russian) pptx or pdf

TL;DR:

A review of the most important algorithms for node embeddings.

I review 5 algorithms for node embeddings. Here I provide a full list with some extra pointers.

  1. DeepWalk paper · authors’ code (Python) · C++ code (mine)
  2. node2vec paper · authors’ code (Python) · C++ code (mine)
  3. VERSE paper · authors’ code (C++)
  4. DGI paper · authors’ code (Python)
  5. DMoN paper · authors’ code (Python)