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All publications by Bin Yu
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A Statistical Perspective on Algorithmic Leveraging
Ping Ma, Michael Mahoney and Bin Yu
Proceedings of the 31st International Conference on Machine Learning (ICML-14), 2014


Complexity Analysis of the Lasso Regularization Path
Julien Mairal and Bin Yu
Proceedings of the 29th International Conference on Machine Learning (ICML-12), 2012


Predicting Execution Time of Computer Programs Using Sparse Polynomial Regression
Ling Huang, Jinzhu Jia, Bin Yu, Byung-gon Chun, Petros Maniatis and Mayur Naik
Advances in Neural Information Processing Systems 23, 2010


Lower bounds on minimax rates for nonparametric regression with additive sparsity and smoothness
Garvesh Raskutti, Bin Yu and Martin J. Wainwright
Advances in Neural Information Processing Systems 22, 2009


A unified framework for high-dimensional analysis of $M$-estimators with decomposable regularizers
Sahand Negahban, Bin Yu, Martin J. Wainwright and Pradeep K. Ravikumar
Advances in Neural Information Processing Systems 22, 2009


Data spectroscopy: learning mixture models using eigenspaces of convolution operators
Tao Shi, Mikhail Belkin and Bin Yu
Proceedings of the 25th International Conference on Machine Learning (ICML-08), 2008


Nonparametric sparse hierarchical models describe V1 fMRI responses to natural images
Vincent Q. Vu, Bin Yu, Thomas Naselaris, Kendrick Kay, Jack Gallant and Pradeep K. Ravikumar
Advances in Neural Information Processing Systems 21, 2008


Model Selection in Gaussian Graphical Models: High-Dimensional Consistency of \boldmath$\ell_1$-regularized MLE
Garvesh Raskutti, Bin Yu, Martin J. Wainwright and Pradeep K. Ravikumar
Advances in Neural Information Processing Systems 21, 2008


Stagewise Lasso
Peng Zhao and Bin Yu
Journal of Machine Learning Research, 2007


On Model Selection Consistency of Lasso
Peng Zhao and Bin Yu
Journal of Machine Learning Research, 2006


Sparse Boosting
Peter B├╝hlmann and Bin Yu
Journal of Machine Learning Research, 2006


On the Convergence of Boosting Procedures
Tong Zhang and Bin Yu
Proceedings of the 20th International Conference on Machine Learning (ICML-03), 2003