Tong Zhang

Most-cited papers

Nonlinear Learning using Local Coordinate Coding
Kai Yu, Tong Zhang, Yi-Hong Gong
2009Neural Information Processing Systems810 citations
Semantic Scholar
A Proximal Stochastic Gradient Method with Progressive Variance Reduction
Lin Xiao, Tong Zhang
2014SIAM Journal on Optimization787 citations Open access
Semantic Scholar
The Epoch-Greedy Algorithm for Multi-armed Bandits with Side Information
John Langford, Tong Zhang
2007Neural Information Processing Systems720 citations
Semantic Scholar
Text Mining: Predictive Methods for Analyzing Unstructured Information
S. Weiss, N. Indurkhya, Tong Zhang, F. Damerau
2004700 citations
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Stochastic Gradient Descent for Non-smooth Optimization: Convergence Results and Optimal Averaging Schemes
Ohad Shamir, Tong Zhang
2012International Conference on Machine Learning655 citations
Semantic Scholar
Gradient Sparsification for Communication-Efficient Distributed Optimization
Jianqiao Wangni, Jia-Lei Wang, Ji Liu, Tong Zhang
2017Neural Information Processing Systems616 citations
Semantic Scholar
Communication-Efficient Distributed Optimization using an Approximate Newton-type Method
Ohad Shamir, N. Srebro, Tong Zhang
2013International Conference on Machine Learning606 citations
Semantic Scholar
Analysis of Multi-stage Convex Relaxation for Sparse Regularization
Tong Zhang
2010Journal of machine learning research591 citations
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Image Classification Using Super-Vector Coding of Local Image Descriptors
Xi Zhou, Kai Yu, Tong Zhang, Thomas S. Huang
2010European Conference on Computer Vision583 citations
Semantic Scholar
Learning with structured sparsity
Jun-Zhou Huang, Tong Zhang, Dimitris N. Metaxas
2009Journal of machine learning research571 citations
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Sparse Online Learning via Truncated Gradient
John Langford, Lihong Li, Tong Zhang
2008Neural Information Processing Systems505 citations
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The Epoch-Greedy algorithm for contextual multi-armed bandits
John Langford, Tong Zhang
2007Neural Information Processing Systems485 citations
Semantic Scholar
Accelerated proximal stochastic dual coordinate ascent for regularized loss minimization
S. Shalev-Shwartz, Tong Zhang
2013Mathematical programming475 citations Open access
Semantic Scholar
The Benefit of Group Sparsity
Jun-Zhou Huang, Tong Zhang
2009469 citations
Semantic Scholar
A tail inequality for quadratic forms of subgaussian random vectors
Daniel J. Hsu, S. Kakade, Tong Zhang
2011arXiv.org461 citations Open access
Semantic Scholar
Multi-Label Prediction via Compressed Sensing
Daniel J. Hsu, S. Kakade, John Langford, Tong Zhang
2009Neural Information Processing Systems442 citations
Semantic Scholar
Sparse Recovery With Orthogonal Matching Pursuit Under RIP
Tong Zhang
2010IEEE Transactions on Information Theory390 citations Open access
Semantic Scholar
Truncated power method for sparse eigenvalue problems
Xiao-Tong Yuan, Tong Zhang
2011Journal of machine learning research358 citations
Semantic Scholar
A General Theory of Concave Regularization for High-Dimensional Sparse Estimation Problems
Cun-Hui Zhang, Tong Zhang
2011353 citations Open access
Semantic Scholar
Efficient Optimal Learning for Contextual Bandits
Miroslav Dudík, Daniel J. Hsu, Satyen Kale, Nikos Karampatziakis +3 more
2011Conference on Uncertainty in Artificial Intelligence331 citations
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A spectral algorithm for learning Hidden Markov Models
Daniel J. Hsu, S. Kakade, Tong Zhang
2008Journal of computer and system sciences (Print)309 citations Open access
Semantic Scholar
Some sharp performance bounds for least squares regression with L1 regularization
Tong Zhang
2009271 citations Open access
Semantic Scholar
Adaptive Forward-Backward Greedy Algorithm for Learning Sparse Representations
Tong Zhang
2011IEEE Transactions on Information Theory267 citations
Semantic Scholar
Spectral Methods for Learning Multivariate Latent Tree Structure
Anima Anandkumar, K. Chaudhuri, Daniel J. Hsu, S. Kakade +2 more
2011Neural Information Processing Systems244 citations
Semantic Scholar
Robust Matrix Decomposition With Sparse Corruptions
Daniel J. Hsu, S. Kakade, Tong Zhang
2011IEEE Transactions on Information Theory239 citations Open access
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Agnostic Active Learning Without Constraints
A. Beygelzimer, Daniel J. Hsu, John Langford, Tong Zhang
2010Neural Information Processing Systems180 citations
Semantic Scholar
Fundamentals of Predictive Text Mining
S. Weiss, N. Indurkhya, Tong Zhang
2010Texts in Computer Science180 citations Open access
Semantic Scholar
Trading Accuracy for Sparsity in Optimization Problems with Sparsity Constraints
S. Shalev-Shwartz, N. Srebro, Tong Zhang
2010SIAM Journal on Optimization179 citations Open access
Semantic Scholar
On the Consistency of Feature Selection using Greedy Least Squares Regression
Tong Zhang
2009Journal of machine learning research178 citations
Semantic Scholar
Adaptive Forward-Backward Greedy Algorithm for Sparse Learning with Linear Models
Tong Zhang
2008Neural Information Processing Systems176 citations
Semantic Scholar
Improved Local Coordinate Coding using Local Tangents
Kai Yu, Tong Zhang
2010International Conference on Machine Learning168 citations
Semantic Scholar
Accelerated Mini-Batch Stochastic Dual Coordinate Ascent
S. Shalev-Shwartz, Tong Zhang
2013Neural Information Processing Systems154 citations
Semantic Scholar
A Proximal-Gradient Homotopy Method for the Sparse Least-Squares Problem
Lin Xiao, Tong Zhang
2012SIAM Journal on Optimization154 citations Open access
Semantic Scholar
A Computational Framework for Influenza Antigenic Cartography
Zhipeng Cai, Tong Zhang, Xiu-Feng Wan
2010PLoS Comput. Biol.146 citations Open access
Semantic Scholar
Gradient Hard Thresholding Pursuit for Sparsity-Constrained Optimization
Xiao-Tong Yuan, Ping Li, Tong Zhang
2013International Conference on Machine Learning117 citations
Semantic Scholar
Integrative Analysis of Many Weighted Co-Expression Networks Using Tensor Computation
Wenyuan Li, Chun-Chi Liu, Tong Zhang, Haifeng Li +2 more
2011PLoS Comput. Biol.115 citations Open access
Semantic Scholar
Multi-stage Convex Relaxation for Learning with Sparse Regularization
Tong Zhang
2008Neural Information Processing Systems111 citations
Semantic Scholar
Proximal Stochastic Dual Coordinate Ascent
S. Shalev-Shwartz, Tong Zhang
2012arXiv.org109 citations
Semantic Scholar
End-to-end Active Object Tracking via Reinforcement Learning
Wenhan Luo, Peng Sun, Fangwei Zhong, Wei Liu +2 more
2017International Conference on Machine Learning105 citations
Semantic Scholar
Using Sequence Data To Infer the Antigenicity of Influenza Virus
Hai-Liang Sun, Jia-Liang Yang, Tong Zhang, Li-Ping Long +4 more
2013mBio96 citations Open access
Semantic Scholar
The Benefit of Group Sparsity
Jun-Zhou Huang, Tong Zhang
200995 citations Open access
Semantic Scholar
Quartz: Randomized Dual Coordinate Ascent with Arbitrary Sampling
Zheng Qu, Peter Richtárik, Tong Zhang
2015Neural Information Processing Systems92 citations
Semantic Scholar
Tail inequalities for sums of random matrices that depend on the intrinsic dimension
Daniel J. Hsu, S. Kakade, Tong Zhang
201274 citations Open access
Semantic Scholar
Randomized Dual Coordinate Ascent with Arbitrary Sampling
Zheng Qu, Peter Richtárik, Tong Zhang
2014arXiv.org59 citations
Semantic Scholar
Classifying search queries using the Web as a source of knowledge
E. Gabrilovich, A. Broder, M. Fontoura, Amruta Joshi +3 more
2009TWEB57 citations Open access
Semantic Scholar
Learning nonlinear dynamic models
John Langford, R. Salakhutdinov, Tong Zhang
2009International Conference on Machine Learning51 citations Open access
Semantic Scholar
Bioinformatics Applications Note Data and Text Mining Antigenmap 3d: an Online Antigenic Cartography Resource
J. Barnett, Jia-Liang Yang, Zhipeng Cai, Tong Zhang +1 more
51 citations
Semantic Scholar
Identifying antigenicity associated sites in highly pathogenic H5N1 influenza virus hemagglutinin by using sparse learning
Zhipeng Cai, M. Ducatez, Jia-Liang Yang, Tong Zhang +4 more
2012Journal of Molecular Biology49 citations Open access
Semantic Scholar
Partial Gaussian Graphical Model Estimation
Xiao-Tong Yuan, Tong Zhang
2012IEEE Transactions on Information Theory47 citations Open access
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Sparse Nonlinear Regression: Parameter Estimation and Asymptotic Inference
Zhuoran Yang, Zhaoran Wang, Han Liu, Yonina C. Eldar +1 more
2015arXiv.org43 citations
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