Huan Xu
Huan Xu
Alibaba Inc
Verified email at alibaba-inc.com - Homepage
TitleCited byYear
Robust PCA via outlier pursuit
H Xu, C Caramanis, S Sanghavi
arXiv preprint arXiv:1010.4237, 2010
5362010
Robustness and regularization of support vector machines
H Xu, C Caramanis, S Mannor
The Journal of Machine Learning Research 10, 1485-1510, 2009
2862009
Online Robust PCA via Stochastic Optimization
J Feng, H Xu, S Yan
Advances in Neural Information Processing Systems, 404-412, 2013
1972013
Robust regression and Lasso
H Xu, C Caramanis, S Mannor
Information Theory, IEEE Transactions on 56 (7), 3561-3574, 2010
1892010
Robustness and generalization
H Xu, S Mannor
Machine learning 86 (3), 391-423, 2012
1652012
Noisy sparse subspace clustering
YX Wang, H Xu
Journal of Machine Learning Research 17 (12), 1-41, 2016
1502016
Noisy Sparse Subspace Clustering
YX Wang, H Xu
150*
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
139*2014
Provable Subspace Clustering: When LRR meets SSC
YX Wang, H Xu, C Leng
Advances in Neural Information Processing Systems, 64-72, 2013
1372013
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
1322012
Outlier-Robust PCA: The High-Dimensional Case
H Xu, C Caramanis, S Mannor
IEEE, 0
132*
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
1292014
Clustering sparse graphs
Y Chen, S Sanghavi, H Xu
Advances in neural information processing systems, 2204-2212, 2012
1292012
Distributionally robust markov decision processes
H Xu, S Mannor
Mathematics of Operations Research 37 (2), 288-300, 2012
1002012
Robust matrix completion with corrupted columns
Y Chen, H Xu, C Caramanis, S Sanghavi
arXiv preprint arXiv:1102.2254, 2011
992011
Improved graph clustering
Y Chen, S Sanghavi, H Xu
IEEE Transactions on Information Theory 60 (10), 6440-6455, 2014
722014
Clustering Partially Observed Graphs via Convex Optimization.
A Jalali, Y Chen, S Sanghavi, H Xu
ICML 11, 1001-1008, 2011
672011
Exact Subspace Segmentation and Outlier Detection by Low-Rank Representation.
G Liu, H Xu, S Yan
AISTATS, 703-711, 2012
632012
Robust Logistic Regression and Classification
J Feng, H Xu, S Mannor, S Yan
Advances in Neural Information Processing Systems, 253-261, 2014
552014
14 Robust Optimization in Machine Learning
C Caramanis, S Mannor, H Xu
Optimization for machine learning, 369, 2011
532011
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Articles 1–20