search

tkipf / gcn

Implementation of Graph Convolutional Networks in TensorFlow
MIT License
7.05k stars 1.99k forks source link

Is there a way to apply GCN to directed graphs？ #175

Open XJTUAlan opened 4 years ago

XJTUAlan commented 4 years ago

I've only recently started working on GCN, and I've found that it usually works on undirected graphs. But, I have a question: is there any way to apply GCN to directed graphs?

tkipf commented 4 years ago

Yes! See https://arxiv.org/abs/1703.06103

On Thu, Jun 25, 2020 at 14:12 Alan Yang notifications@github.com wrote:

I've only recently started working on GCN, and I've found that it usually works on undirected graphs. But, I have a question: is there any way to apply GCN to directed graphs?

— You are receiving this because you are subscribed to this thread. Reply to this email directly, view it on GitHub https://github.com/tkipf/gcn/issues/175, or unsubscribe https://github.com/notifications/unsubscribe-auth/ABYBYYGZMSDBAMB2VUKIGG3RYM5JNANCNFSM4OIJYNPQ .

kepsail commented 3 years ago

https://arxiv.org/abs/2005.13183

QasimWani commented 3 years ago

wouldn't converting to bipartite graph as the paper suggested in the end work just as well? in reference to https://www.microsoft.com/en-us/research/wp-content/uploads/2017/01/SDG.pdf