Minimax optimal approaches to the label shift problem

Apr 04, 2020
Subha Maity, Yuekai Sun, Moulinath Banerjee


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Auditing ML Models for Individual Bias and Unfairness

Mar 11, 2020
Songkai Xue, Mikhail Yurochkin, Yuekai Sun

* In Proceedings of the 23rd International Conference on Artificial Intelligence and Statistics (AISTATS) 2020 

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Federated Learning with Matched Averaging

Feb 15, 2020
Hongyi Wang, Mikhail Yurochkin, Yuekai Sun, Dimitris Papailiopoulos, Yasaman Khazaeni

* Accepted by ICLR 2020 

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Communication-Efficient Integrative Regression in High-Dimensions

Dec 26, 2019
Subha Maity, Yuekai Sun, Moulinath Banerjee


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Learning fair predictors with Sensitive Subspace Robustness

Jun 28, 2019
Mikhail Yurochkin, Amanda Bower, Yuekai Sun


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Dirichlet Simplex Nest and Geometric Inference

May 27, 2019
Mikhail Yurochkin, Aritra Guha, Yuekai Sun, XuanLong Nguyen

* ICML 2019 

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Precision Matrix Estimation with Noisy and Missing Data

Apr 07, 2019
Roger Fan, Byoungwook Jang, Yuekai Sun, Shuheng Zhou

* 27 pages, 14 figures, to appear in The 22nd International Conference on Artificial Intelligence and Statistics (AISTATS 2019) 

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An inexact subsampled proximal Newton-type method for large-scale machine learning

Aug 28, 2017
Xuanqing Liu, Cho-Jui Hsieh, Jason D. Lee, Yuekai Sun


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On conditional parity as a notion of non-discrimination in machine learning

Jun 26, 2017
Ya'acov Ritov, Yuekai Sun, Ruofei Zhao


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Exact post-selection inference, with application to the lasso

May 03, 2016
Jason D. Lee, Dennis L. Sun, Yuekai Sun, Jonathan E. Taylor

* Annals of Statistics 2016, Vol. 44, No. 3, 907-927 
* Published at http://dx.doi.org/10.1214/15-AOS1371 in the Annals of Statistics (http://www.imstat.org/aos/) by the Institute of Mathematical Statistics (http://www.imstat.org) 

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Communication-efficient sparse regression: a one-shot approach

Aug 11, 2015
Jason D. Lee, Yuekai Sun, Qiang Liu, Jonathan E. Taylor

* 29 pages, 3 figures 

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On model selection consistency of regularized M-estimators

Oct 11, 2014
Jason D. Lee, Yuekai Sun, Jonathan E. Taylor


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Learning Mixtures of Linear Classifiers

Jul 30, 2014
Yuekai Sun, Stratis Ioannidis, Andrea Montanari


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Proximal Newton-type methods for minimizing composite functions

Mar 17, 2014
Jason D. Lee, Yuekai Sun, Michael A. Saunders


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