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robust regression

79 papers

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Also known as

LRR

Co-occurring keywords

outlier detection (318) linear regression (281) sparse regression (175) gaussian process (1198) convex optimization (1320) bayesian inference (1904) high-dimensional statistics (145) gaussian process regression (132) adversarial corruption (39) robust linear regression (8)

Papers

Student-t Process Regression with Student-t Likelihood IJCAI 2017
Forest-type Regression with General Losses and Robust Forest ICML 2017
Consistent Robust Regression NIPS 2017
Robust Regression via Heuristic Hard Thresholding IJCAI 2017
Robust Covariate Shift Regression AISTATS 2016
Studying Very Low Resolution Recognition Using Deep Networks CVPR 2016
Robust Gaussian Graphical Modeling with the Trimmed Graphical Lasso NIPS 2015
Robust Regression via Hard Thresholding NIPS 2015
Robust Optimization for Deep Regression ICCV 2015
Robust Regression on Image Manifolds for Ordered Label Denoising CVPR 2015
Learning with the Maximum Correntropy Criterion Induced Losses for Regression JMLR 2015
Self Scaled Regularized Robust Regression CVPR 2015
Fast and Robust Least Squares Estimation in Corrupted Linear Models NIPS 2014
Robust Inverse Covariance Estimation under Noisy Measurements ICML 2014
Robust Regression on MapReduce ICML 2013
Robust Face Landmark Estimation under Occlusion ICCV 2013
A Unified Robust Regression Model for Lasso-like Algorithms ICML 2013
Robust Sparse Principal Component Regression under the High Dimensional Elliptical Model NIPS 2013
Least Soft-Threshold Squares Tracking CVPR 2013
Robust Multi-task Regression with Grossly Corrupted Observations AISTATS 2012
A Polynomial-time Form of Robust Regression NIPS 2012
Robust Gaussian Process Regression with a Student- Likelihood JMLR 2011
Robust Lasso with missing and grossly corrupted observations NIPS 2011
Relaxed Clipping: A Global Training Method for Robust Regression and Classification NIPS 2010
Heavy-Tailed Process Priors for Selective Shrinkage NIPS 2010