Huan Xu

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Shie MannorProfessor of Electrical Engineering @ Technion & Researcher @ Nvidia ResearchVerified email at technion.ac.il
Constantine CaramanisProfessor of Electrical and Computer Engineering, UT AustinVerified email at utexas.edu
Jiashi FengByteDance Inc.Verified email at bytedance.com
Shuicheng Yan, Fellow of AAAI, ACM,...2050 Research & Skywork AI, previously Sea AI LabVerified email at baai.ac.cn
Yudong ChenAssociate Professor, University of Wisconsin-MadisonVerified email at wisc.edu
Sujay SanghaviAssociate Professor, Electrical and Computer Engineering, University of Texas, AustinVerified email at mail.utexas.edu
Chao QuAnt Financial Services GroupVerified email at u.nus.edu
Yang WenzhuoSalesforce ResearchVerified email at nus.edu.sg
Yu-Xiang WangAssistant Professor of Computer Science, UC Santa BarbaraVerified email at cs.ucsb.edu
Jie ShenAssistant Professor, Stevens Institute of TechnologyVerified email at stevens.edu
Chenlei Leng (冷琛雷)Professor of Statistics, University of WarwickVerified email at warwick.ac.uk
Ali JalaliUniversity of Texas at AustinVerified email at mail.utexas.edu
Melvyn SimProfessor and Provost's Chair, NUS Business SchoolVerified email at nus.edu.sg
Aviv TamarTechnionVerified email at technion.ac.il
Cuong V. NguyenFlorida International UniversityVerified email at fiu.edu
Zhouchen LinProfessor, Peking University; Fellow of IEEE, IAPR, CSIG & AAIA; ex-VP of Samsung ResearchVerified email at pku.edu.cn
Xiao-Tong YuanNanjing University of Information Science and TechnologyVerified email at nuist.edu.cn
Tat-Seng ChuaNational University of SingaporeVerified email at comp.nus.edu.sg
Panida JirutitijaroenAssistant Professor of Department of Electrical and Computer Engineering, National University of SingaporeVerified email at nus.edu.sg
Saranga Kumudu AbeygunawardaneSenior Lecturer, Department of Electrical Engineering, University of MoratuwaVerified email at uom.lk

Huan Xu

Alibaba Inc

Verified email at alibaba-inc.com - Homepage

Machine Learning Operations Research Statistics


Title Sort by citations Sort by year Sort by title	Cited by Cited by	Year
Robust PCA via outlier pursuit H Xu, C Caramanis, S Sanghavi arXiv preprint arXiv:1010.4237, 2010	847	2010
Robustness and regularization of support vector machines H Xu, C Caramanis, S Mannor The Journal of Machine Learning Research 10, 1485-1510, 2009	545	2009
Time series data augmentation for deep learning: A survey Q Wen, L Sun, F Yang, X Song, J Gao, X Wang, H Xu arXiv preprint arXiv:2002.12478, 2020	490	2020
Robustness and generalization H Xu, S Mannor Machine learning 86 (3), 391-423, 2012	444	2012
Robust regression and Lasso H Xu, C Caramanis, S Mannor Information Theory, IEEE Transactions on 56 (7), 3561-3574, 2010	343	2010
Online Robust PCA via Stochastic Optimization J Feng, H Xu, S Yan Advances in Neural Information Processing Systems, 404-412, 2013	314	2013
Sparse algorithms are not stable: A no-free-lunch theorem H Xu, C Caramanis, S Mannor IEEE transactions on pattern analysis and machine intelligence 34 (1), 187-193, 2012	238	2012
Distributionally robust markov decision processes H Xu, S Mannor Mathematics of Operations Research 37 (2), 288-300, 2012	237	2012
Provable Subspace Clustering: When LRR meets SSC YX Wang, H Xu, C Leng Advances in Neural Information Processing Systems, 64-72, 2013	232	2013
Robust subspace segmentation with block-diagonal prior J Feng, Z Lin, H Xu, S Yan Proceedings of the IEEE Conference on Computer Vision and Pattern …, 2014	229	2014
Noisy sparse subspace clustering YX Wang, H Xu Journal of Machine Learning Research 17 (12), 1-41, 2016	227	2016
Noisy Sparse Subspace Clustering YX Wang, H Xu	227*
Outlier-Robust PCA: The High-Dimensional Case H Xu, C Caramanis, S Mannor IEEE, 0	211*
Clustering partially observed graphs via convex optimization. Y Chen, A Jalali, S Sanghavi, H Xu Journal of Machine Learning Research 15 (1), 2213-2238, 2014	197*	2014
Fake news mitigation via point process based intervention M Farajtabar, J Yang, X Ye, H Xu, R Trivedi, E Khalil, S Li, L Song, H Zha arXiv preprint arXiv:1703.07823, 2017	184	2017
Clustering sparse graphs Y Chen, S Sanghavi, H Xu Advances in neural information processing systems, 2204-2212, 2012	184	2012
Robust Logistic Regression and Classification J Feng, H Xu, S Mannor, S Yan Advances in Neural Information Processing Systems, 253-261, 2014	170	2014
Robust matrix completion with corrupted columns Y Chen, H Xu, C Caramanis, S Sanghavi arXiv preprint arXiv:1102.2254, 2011	139	2011
RobustSTL: A robust seasonal-trend decomposition algorithm for long time series Q Wen, J Gao, X Song, L Sun, H Xu, S Zhu Proceedings of the AAAI Conference on Artificial Intelligence 33 (01), 5409-5416, 2019	121	2019
Scaling Up Robust MDPs using Function Approximation A Tamar, S Mannor, H Xu Proceedings of the 31st International Conference on Machine Learning (ICML …, 2014	119	2014

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