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Robust Finite Mixture Regression for Heterogeneous Targets


Oct 12, 2020
Jian Liang, Kun Chen, Ming Lin, Changshui Zhang, Fei Wang

* Data Mining and Knowledge Discovery, volume 32, pages 1509 to 1560, year 2018 

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Suicide Risk Modeling with Uncertain Diagnostic Records


Sep 05, 2020
Wenjie Wang, Chongliang Luo, Robert H. Aseltine, Fei Wang, Jun Yan, Kun Chen


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Statistically Guided Divide-and-Conquer for Sparse Factorization of Large Matrix


Mar 17, 2020
Kun Chen, Ruipeng Dong, Wanwan Xu, Zemin Zheng


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Pursuing Sources of Heterogeneity in Modeling Clustered Population


Mar 10, 2020
Yan Li, Chun Yu, Yize Zhao, Robert H. Aseltine, Weixin Yao, Kun Chen


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Multivariate Functional Regression via Nested Reduced-Rank Regularization


Mar 10, 2020
Xiaokang Liu, Shujie Ma, Kun Chen


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Communication-Efficient Distributed SVD via Local Power Iterations


Feb 19, 2020
Xiang Li, Shusen Wang, Kun Chen, Zhihua Zhang


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Boosted Sparse and Low-Rank Tensor Regression


Nov 03, 2018
Lifang He, Kun Chen, Wanwan Xu, Jiayu Zhou, Fei Wang

* 10 pages, 5 figures, NIPS 2018 

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Integrative Multi-View Reduced-Rank Regression: Bridging Group-Sparse and Low-Rank Models


Jul 26, 2018
Gen Li, Xiaokang Liu, Kun Chen


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Multi-View Graph Convolutional Network and Its Applications on Neuroimage Analysis for Parkinson's Disease


Jul 11, 2018
Xi Zhang, Lifang He, Kun Chen, Yuan Luo, Jiayu Zhou, Fei Wang


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Beyond the Click-Through Rate: Web Link Selection with Multi-level Feedback


May 04, 2018
Kun Chen, Kechao Cai, Longbo Huang, John C. S. Lui

* 8 pages, 12 figures 

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Multi-level Feedback Web Links Selection Problem: Learning and Optimization


Sep 08, 2017
Kechao Cai, Kun Chen, Longbo Huang, John C. S. Lui

* 8 pages (with full proof), 4 figures, ICDM 2017 technical report 

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SOFAR: large-scale association network learning


Apr 26, 2017
Yoshimasa Uematsu, Yingying Fan, Kun Chen, Jinchi Lv, Wei Lin


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Regularization vs. Relaxation: A conic optimization perspective of statistical variable selection


Oct 20, 2015
Hongbo Dong, Kun Chen, Jeff Linderoth

* Also available on optimization online {http://www.optimization-online.org/DB_HTML/2015/05/4932.html

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