CARL-G: Clustering-Accelerated Representation Learning on Graphs

Author:

Shiao William1ORCID,Saini Uday Singh1ORCID,Liu Yozen2ORCID,Zhao Tong3ORCID,Shah Neil3ORCID,Papalexakis Evangelos E.1ORCID

Affiliation:

1. University of California, Riverside, Riverside, CA, USA

2. Snap Inc., Santa Monica, CA, USA

3. Snap Inc., Seattle, WA, USA

Funder

National Science Foundation

Agriculture and Food Research Initiative Competitive Grant

Combat Capabilities Development Command Army Research Laboratory

USDA National Institute of Food and Agriculture

CREST Center for Multidisciplinary Research Excellence in Cyber-Physical Infrastructure Systems

Publisher

ACM

Reference49 articles.

1. Elie Aljalbout Vladimir Golkov Yawar Siddiqui and Daniel Cremers. 2018. Clustering with Deep Learning: Taxonomy and New Methods. showeprint[arXiv]1801.07648 http://arxiv.org/abs/1801.07648 Elie Aljalbout Vladimir Golkov Yawar Siddiqui and Daniel Cremers. 2018. Clustering with Deep Learning: Taxonomy and New Methods. showeprint[arXiv]1801.07648 http://arxiv.org/abs/1801.07648

2. Olatz Arbelaitz , Ibai Gurrutxaga , Javier Muguerza , Jesús M Pérez , and I nigo Perona . 2013. An extensive comparative study of cluster validity indices. Pattern recognition , Vol. 46 , 1 ( 2013 ), 243--256. Olatz Arbelaitz, Ibai Gurrutxaga, Javier Muguerza, Jesús M Pérez, and I nigo Perona. 2013. An extensive comparative study of cluster validity indices. Pattern recognition, Vol. 46, 1 (2013), 243--256.

3. Graph Barlow Twins: A self-supervised representation learning framework for graphs

4. Leon Bottou and Yoshua Bengio . 1994. Convergence properties of the k-means algorithms. Advances in neural information processing systems , Vol. 7 ( 1994 ). Leon Bottou and Yoshua Bengio. 1994. Convergence properties of the k-means algorithms. Advances in neural information processing systems, Vol. 7 (1994).

5. Paul S Bradley and Usama M Fayyad . 1998. Refining initial points for k-means clustering .. In ICML , Vol. 98 . Citeseer, Morgan Kaufmann , San Francisco, CA, USA , 91--99. Paul S Bradley and Usama M Fayyad. 1998. Refining initial points for k-means clustering.. In ICML, Vol. 98. Citeseer, Morgan Kaufmann, San Francisco, CA, USA, 91--99.

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