Homophily-Related: Adaptive Hybrid Graph Filter for Multi-View Graph Clustering

Zichen Wen, Yawen Ling, Yazhou Ren, Tianyi Wu, Jianpeng Chen, Xiaorong Pu, Zhifeng Hao, Lifang He

This is the source code for the paper: Homophily-Related: Adaptive Hybrid Graph Filter for Multi-View Graph Clustering, accepted by AAAI 2024.

Requirements

• requirements.txt
• Environment
  • NVIDIA GeForce GTX 1080Ti (GPU)
  • CUDA version: 11.6
  • torch version: 1.13.1
  • 12th Gen Intel(R) Core(TM) i7-12700KF (CPU)

Datasets

Dataset	#Clusters	#Nodes	#Features	Graphs	HR
Texas	5	183	1703	$\mathcal{G}^1$ $\mathcal{G}^2$	0.09 0.09
Chameleon	5	2777	2325	$\mathcal{G}^1$ $\mathcal{G}^2$	0.23 0.23
ACM	3	3025	1830	$\mathcal{G}^1$ $\mathcal{G}^2$	0.82 0.64
Wiki-cooc	5	10000	100	$\mathcal{G}^1$	0.34
Minesweeper	2	10000	7	$\mathcal{G}^1$	0.68
Workers	2	11758	10	$\mathcal{G}^1$	0.59

Test AHGFC

# Test AHGFC
python AHGFC_test.py

Train AHGFC

# Train AHGFC
python AHGFC_train.py

Citation

If you're using AHGFC in your research or applications, please cite using this BibTeX:

@inproceedings{wen2024homophily,
  author       = {Zichen Wen and
                  Yawen Ling and
                  Yazhou Ren and
                  Tianyi Wu and
                  Jianpeng Chen and
                  Xiaorong Pu and
                  Zhifeng Hao and
                  Lifang He},
  title        = {Homophily-Related: Adaptive Hybrid Graph Filter for Multi-View Graph
                  Clustering},
  booktitle    = {AAAI},
  pages        = {15841--15849},
  year         = {2024}
}