hwwang55 / GraphGAN

A tensorflow implementation of GraphGAN (Graph Representation Learning with Generative Adversarial Nets)
MIT License
528 stars 161 forks source link

how to get the pre_trained node embedding file? #8

Closed MrKing8810 closed 6 years ago

fukien commented 6 years ago

Me too, I would like to ask for the same question. Can I use random number to initialize the pre_trained embedding file

hwwang55 commented 6 years ago

Pre-trained node embeddings can be obtained by any other network embedding method. Of course you can randomly initialize the node embeddings, but it may take you more time to fine-tune the hyper-parameters to observe a good result. In other words, a relatively "good" set of initial node embeddings can help GAN to converge better.

fukien commented 6 years ago

@hwwang55 Thank you for explaining the reason in detail

MrKing8810 commented 6 years ago

@hwwang55 谢谢啦~!

fukien commented 6 years ago

@hwwang55 Could you please tell me that what method did you use to obtain the pre-trained node embeddings.

hwwang55 commented 6 years ago

@fukien It's DeepWalk

fukien commented 6 years ago

@hwwang55 Noted, thanks.