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All publications by Huan Xu
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A Divide and Conquer Framework for Distributed Graph Clustering
Wenzhuo Yang and Huan Xu
Proceedings of the 32nd International Conference on Machine Learning (ICML-15), 2015


Streaming Sparse Principal Component Analysis
Wenzhuo Yang and Huan Xu
Proceedings of the 32nd International Conference on Machine Learning (ICML-15), 2015


A Unified Framework for Outlier-Robust PCA-like Algorithms
Wenzhuo Yang and Huan Xu
Proceedings of the 32nd International Conference on Machine Learning (ICML-15), 2015


A Convex Optimization Framework for Bi-Clustering
Shiau H. Lim, Yudong Chen and Huan Xu
Proceedings of the 32nd International Conference on Machine Learning (ICML-15), 2015


Subspace Clustering with Irrelevant Features via Robust Dantzig Selector
Chao Qu and Huan Xu
Advances in Neural Information Processing Systems 28, 2015


Scaling Up Robust MDPs using Function Approximation
Aviv Tamar, Shie Mannor and Huan Xu
Proceedings of the 31st International Conference on Machine Learning (ICML-14), 2014


Weighted Graph Clustering with Non-Uniform Uncertainties
Yudong Chen, Shiau H. Lim and Huan Xu
Proceedings of the 31st International Conference on Machine Learning (ICML-14), 2014


The Coherent Loss Function for Classification
Wenzhuo Yang, Melvyn Sim and Huan Xu
Proceedings of the 31st International Conference on Machine Learning (ICML-14), 2014


Robust Logistic Regression and Classification
Jiashi Feng, Huan Xu, Shie Mannor and Shuicheng Yan
Advances in Neural Information Processing Systems 27, 2014


Online Optimization for Max-Norm Regularization
Jie Shen, Huan Xu and Ping Li
Advances in Neural Information Processing Systems 27, 2014


Clustering from Labels and Time-Varying Graphs
Shiau H. Lim, Yudong Chen and Huan Xu
Advances in Neural Information Processing Systems 27, 2014


Convex Optimization Procedure for Clustering: Theoretical Revisit
Changbo Zhu, Huan Xu, Chenlei Leng and Shuicheng Yan
Advances in Neural Information Processing Systems 27, 2014


A Unified Robust Regression Model for Lasso-like Algorithms
Wenzhuo Yang and Huan Xu
Proceedings of the 30th International Conference on Machine Learning (ICML-13), 2013


Breaking the Small Cluster Barrier of Graph Clustering
Nir Ailon, Yudong Chen and Huan Xu
Proceedings of the 30th International Conference on Machine Learning (ICML-13), 2013


Reinforcement Learning in Robust Markov Decision Processes
Shiau H. Lim, Huan Xu and Shie Mannor
Advances in Neural Information Processing Systems 26, 2013


Online PCA for Contaminated Data
Jiashi Feng, Huan Xu, Shie Mannor and Shuicheng Yan
Advances in Neural Information Processing Systems 26, 2013


Online Robust PCA via Stochastic Optimization
Jiashi Feng, Huan Xu and Shuicheng Yan
Advances in Neural Information Processing Systems 26, 2013


Learning Multiple Models via Regularized Weighting
Daniel Vainsencher, Shie Mannor and Huan Xu
Advances in Neural Information Processing Systems 26, 2013


Provable Subspace Clustering: When LRR meets SSC
Yu-xiang Wang, Huan Xu and Chenlei Leng
Advances in Neural Information Processing Systems 26, 2013


Noisy Sparse Subspace Clustering
Yu-xiang Wang and Huan Xu
Proceedings of the 30th International Conference on Machine Learning (ICML-13), 2013


Clustering Sparse Graphs
Yudong Chen, Sujay Sanghavi and Huan Xu
Advances in Neural Information Processing Systems 25, 2012


Stability of matrix factorization for collaborative filtering
Yu-xiang Wang and Huan Xu
Proceedings of the 29th International Conference on Machine Learning (ICML-12), 2012


Lightning Does Not Strike Twice: Robust MDPs with Coupled Uncertainty
Shie Mannor, Ofir Mebel and Huan Xu
Proceedings of the 29th International Conference on Machine Learning (ICML-12), 2012


Robust PCA in High-dimension: A Deterministic Approach
Jiashi Feng, Huan Xu and Shuicheng Yan
Proceedings of the 29th International Conference on Machine Learning (ICML-12), 2012


Robust Multi-task Regression with Grossly Corrupted Observations
Huan Xu and Chenlei Leng
Proceedings of the Fifteenth International Conference on Artificial Intelligence and Statistics (AISTATS-12), 2012


Statistical Optimization in High Dimensions
Huan Xu, Constantine Caramanis and Shie Mannor
Proceedings of the Fifteenth International Conference on Artificial Intelligence and Statistics (AISTATS-12), 2012


Exact Subspace Segmentation and Outlier Detection by Low-Rank Representation
Guangcan Liu, Huan Xu and Shuicheng Yan
Proceedings of the Fifteenth International Conference on Artificial Intelligence and Statistics (AISTATS-12), 2012


Clustering Partially Observed Graphs via Convex Optimization
Ali Jalali, Yudong Chen, Sujay Sanghavi and Huan Xu
Proceedings of the 28th International Conference on Machine Learning (ICML-11), 2011


Robust Matrix Completion and Corrupted Columns
Yudong Chen, Huan Xu, Constantine Caramanis and Sujay Sanghavi
Proceedings of the 28th International Conference on Machine Learning (ICML-11), 2011


Robust PCA via Outlier Pursuit
Huan Xu, Constantine Caramanis and Sujay Sanghavi
Advances in Neural Information Processing Systems 23, 2010


Distributionally Robust Markov Decision Processes
Huan Xu and Shie Mannor
Advances in Neural Information Processing Systems 23, 2010


Robustness and Regularization of Support Vector Machines
Huan Xu, Constantine Caramanis and Shie Mannor
Journal of Machine Learning Research, 2009


Robust Regression and Lasso
Huan Xu, Constantine Caramanis and Shie Mannor
Advances in Neural Information Processing Systems 21, 2008


The Robustness-Performance Tradeoff in Markov Decision Processes
Huan Xu and Shie Mannor
Advances in Neural Information Processing Systems 19, 2006