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FairBatch: Batch Selection for Model Fairness

Dec 03, 2020
Yuji Roh, Kangwook Lee, Steven Euijong Whang, Changho Suh


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MC2G: An Efficient Algorithm for Matrix Completion with Social and Item Similarity Graphs

Jun 08, 2020
Qiaosheng Zhang, Geewon Suh, Changho Suh, Vincent Y. F. Tan


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FR-Train: A mutual information-based approach to fair and robust training

Feb 24, 2020
Yuji Roh, Kangwook Lee, Steven Euijong Whang, Changho Suh


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Community Detection and Matrix Completion with Two-Sided Graph Side-Information

Dec 06, 2019
Qiaosheng, Zhang, Vincent Y. F. Tan, Changho Suh


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Wasserstein GAN Can Perform PCA

Feb 25, 2019
Jaewoong Cho, Changho Suh

* 6 pages, 4 figures. Submitted to IEEE Transactions on Information Theory 

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Hypergraph Spectral Clustering in the Weighted Stochastic Block Model

May 23, 2018
Kwangjun Ahn, Kangwook Lee, Changho Suh

* October 2018 special issue on "Information-Theoretic Methods in Data Acquisition, Analysis, and Processing" of the IEEE Journal of Selected Topics in Signal Processing 
* 16 pages; 3 figures 

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Community Recovery in Hypergraphs

Sep 12, 2017
Kwangjun Ahn, Kangwook Lee, Changho Suh

* 25 pages, 7 figures. Submitted to IEEE Transacations on Information Theory 

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Community Recovery in Graphs with Locality

Jun 01, 2016
Yuxin Chen, Govinda Kamath, Changho Suh, David Tse

* accepted in part to International Conference on Machine Learning (ICML), 2016 

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Information Recovery from Pairwise Measurements

May 06, 2016
Yuxin Chen, Changho Suh, Andrea J. Goldsmith

* This work has been presented in part in ISIT 2014 (http://arxiv.org/abs/1404.7105) and ISIT 2015 

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Top-$K$ Ranking from Pairwise Comparisons: When Spectral Ranking is Optimal

Mar 14, 2016
Minje Jang, Sunghyun Kim, Changho Suh, Sewoong Oh

* 23 pages, 3 figures, submitted to the Journals of Machine Learning Research 

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Adversarial Top-$K$ Ranking

Feb 15, 2016
Changho Suh, Vincent Y. F. Tan, Renbo Zhao

* 32 pages, 6 figures 

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Spectral MLE: Top-$K$ Rank Aggregation from Pairwise Comparisons

May 28, 2015
Yuxin Chen, Changho Suh

* accepted to International Conference on Machine Learning (ICML), 2015 

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