HR2vec

Our model can be found in /ge/models/HR2vec.py

How to replicate experiments in our paper

evaluate_classification.py node classification experiments

temporal_barbell_emb.py network comparison experiments (embedding generation)

fingerprint.py network comparison experiments (fingerprint calculation)

evaluate_lp.py temporal link prediction experiments

Code reference

struc2vec: Learning Node Representations from Structural Identity. Leonardo F. R. Ribeiro, Pedro H. P. Saverese, Daniel R. Figueiredo. Knowledge Discovery and Data Mining, SigKDD, 2017.

https://github.com/shenweichen/GraphEmbedding

Citation

If you find this useful, please use the following citation

@article{wang2021dynamic,
  title={Dynamic structural role node embedding for user modeling in evolving networks},
  author={Wang, Lili and Huang, Chenghan and Lu, Ying and Ma, Weicheng and Liu, Ruibo and Vosoughi, Soroush},
  journal={ACM Transactions on Information Systems (TOIS)},
  volume={40},
  number={3},
  pages={1--21},
  year={2021},
  publisher={ACM New York, NY}
}