AGS-GNN: Attribute-guided Sampling for Graph Neural Networks

Author:

Das Siddhartha Shankar1ORCID,Ferdous S M2ORCID,Halappanavar Mahantesh M.2ORCID,Serra Edoardo3ORCID,Pothen Alex1ORCID

Affiliation:

1. Purdue University, West Lafayette, IN, USA

2. Pacific Northwest National Lab., Richland, WA, USA

3. Boise State University, Boise, ID, USA

Funder

U. S. Department of Energy, Office of Science

Publisher

ACM

Reference51 articles.

1. Sami Abu-El-Haija, Bryan Perozzi, Amol Kapoor, Nazanin Alipourfard, Kristina Lerman, et al. 2019. MixHop: Higher-Order Graph Convolutional Architectures via Sparsified Neighborhood Mixing. In The 36th International Conference on Machine Learning, Vol. 97. PMLR, Long Beach, California, USA, 21--29.

2. Hao Chen, Yue Xu, Feiran Huang, Zengde Deng, Wenbing Huang, Senzhang Wang, Peng He, and Zhoujun Li. 2020. Label-Aware Graph Convolutional Networks. In The 29th International Conference on Information and Knowledge Management. ACM, Virtual Event, Ireland, 1977--1980.

3. Jie Chen, Tengfei Ma, and Cao Xiao. 2018. FastGCN: Fast Learning with Graph Convolutional Networks via Importance Sampling. In The 6th International Conference on Learning Representations. OpenReview.net, Vancouver, BC, Canada.

4. Jianfei Chen, Jun Zhu, and Le Song. 2018. Stochastic Training of Graph Convolutional Networks with Variance Reduction. In The 35th International Conference on Machine Learning, Jennifer G. Dy and Andreas Krause (Eds.), Vol. 80. PMLR, Stockholm, Sweden, July, 941--949.

5. Ming Chen, Zhewei Wei, Zengfeng Huang, Bolin Ding, and Yaliang Li. 2020. Simple and Deep Graph Convolutional Networks. In The 37th International Conference on Machine Learning, Vol. 119. PMLR, Virtual Event, 1725--1735.

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