Consistent Robust Regression
暂无分享,去创建一个
Prateek Jain | Parameswaran Kamalaruban | Purushottam Kar | Kush Bhatia | Prateek Jain | K. Bhatia | Purushottam Kar | Parameswaran Kamalaruban
[1] P. Rousseeuw. Least Median of Squares Regression , 1984 .
[2] Peter J. Rousseeuw,et al. Robust regression and outlier detection , 1987 .
[3] Felipe Cucker,et al. On the mathematical foundations of learning , 2001 .
[4] John Wright,et al. Dense error correction via l1-minimization , 2008, ICASSP.
[5] Rahul Garg,et al. Gradient descent with sparsification: an iterative algorithm for sparse recovery with restricted isometry property , 2009, ICML '09.
[6] Richard G. Baraniuk,et al. A simple proof that random matrices are democratic , 2009, ArXiv.
[7] Allen Y. Yang,et al. Robust Face Recognition via Sparse Representation , 2009, IEEE Transactions on Pattern Analysis and Machine Intelligence.
[8] Yi Ma,et al. Robust principal component analysis? , 2009, JACM.
[9] Helmut Bölcskei,et al. Recovery of Sparsely Corrupted Signals , 2011, IEEE Transactions on Information Theory.
[10] Yin Chen,et al. Fused sparsity and robust estimation for linear models with unknown variance , 2012, NIPS.
[11] Trac D. Tran,et al. Robust Lasso With Missing and Grossly Corrupted Observations , 2011, IEEE Transactions on Information Theory.
[12] Shie Mannor,et al. Robust Sparse Regression under Adversarial Corruption , 2013, ICML.
[13] Trac D. Tran,et al. Exact Recoverability From Dense Corrupted Observations via $\ell _{1}$-Minimization , 2011, IEEE Transactions on Information Theory.
[14] Allen Y. Yang,et al. Fast L1-Minimization Algorithms For Robust Face Recognition , 2010, 1007.3753.
[15] Shie Mannor,et al. Robust Logistic Regression and Classification , 2014, NIPS.
[16] Joachim M. Buhmann,et al. Fast and Robust Least Squares Estimation in Corrupted Linear Models , 2014, NIPS.
[17] Prateek Jain,et al. On Iterative Hard Thresholding Methods for High-dimensional M-Estimation , 2014, NIPS.
[18] Prateek Jain,et al. Robust Regression via Hard Thresholding , 2015, NIPS.
[19] Gregory Valiant,et al. Learning from untrusted data , 2016, STOC.
[20] Prateek Jain,et al. Nearly Optimal Robust Matrix Completion , 2016, ICML.