Simultaneous analysis of Lasso and Dantzig selector

7 January 2008

Papers citing "Simultaneous analysis of Lasso and Dantzig selector"

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Title
Ridge regression and asymptotic minimax estimation over spheres of growing dimension Lee H. Dicker 28 75 0 15 Jan 2016
Functional linear regression with points of impact A. Kneip D. Poss P. Sarda 8 41 0 12 Jan 2016
Analysis of Testing-Based Forward Model Selection Damian Kozbur 28 9 0 08 Dec 2015
Learning Directed Acyclic Graphs with Penalized Neighbourhood Regression Bryon Aragam Arash A. Amini Qing Zhou CML 19 42 0 29 Nov 2015
False Discoveries Occur Early on the Lasso Path Weijie Su M. Bogdan Emmanuel Candes 32 180 0 05 Nov 2015
Consistent Parameter Estimation for LASSO and Approximate Message Passing Ali Mousavi A. Maleki Richard G. Baraniuk 17 58 0 03 Nov 2015
Robust Reduced Rank Regression Yiyuan She Kun Chen 23 58 0 14 Sep 2015
I-LAMM for Sparse Learning: Simultaneous Control of Algorithmic Complexity and Statistical Error Jianqing Fan Han Liu Qiang Sun Tong Zhang 26 115 0 03 Jul 2015
A Geometric View on Constrained M-Estimators Yen-Huan Li Ya-Ping Hsieh N. Zerbib V. Cevher 19 6 0 26 Jun 2015
Inference of high-dimensional linear models with time-varying coefficients Xiaohui Chen Yifeng He 42 9 0 12 Jun 2015
A General Framework for Bayes Structured Linear Models Chao Gao A. van der Vaart Harrison H. Zhou 37 57 0 06 Jun 2015
Mind the duality gap: safer rules for the Lasso Olivier Fercoq Alexandre Gramfort Joseph Salmon 44 138 0 13 May 2015
Graph Connectivity in Noisy Sparse Subspace Clustering Yining Wang Yu-Xiang Wang Aarti Singh 35 9 0 04 Apr 2015
$Variance Breakdown of Huber (M)-estimators: $n/p \rightarrow m \in (1,\infty)$$ Variance Breakdown of Huber (M)-estimators: $n/p \rightarrow m \in (1,\infty)$ D. Donoho Andrea Montanari 27 14 0 06 Mar 2015
Prediction error of cross-validated Lasso S. Chatterjee Jafar Jafarov 48 42 0 23 Feb 2015
Model Selection Consistency of Lasso for Empirical Data Yuehan Yang Hu Yang 34 2 0 06 Feb 2015
Implementable confidence sets in high dimensional regression Alexandra Carpentier 37 4 0 19 Jan 2015
Sparse and low-rank multivariate Hawkes processes Emmanuel Bacry Martin Bompaire Stéphane Gaïffas Jean-François Muzy 37 49 0 04 Jan 2015
Statistical consistency and asymptotic normality for high-dimensional robust M-estimators Po-Ling Loh 37 192 0 01 Jan 2015
High Dimensional Expectation-Maximization Algorithm: Statistical Optimization and Asymptotic Normality Zhaoran Wang Quanquan Gu Y. Ning Han Liu 33 53 0 30 Dec 2014
A General Framework for Robust Testing and Confidence Regions in High-Dimensional Quantile Regression Tianqi Zhao Mladen Kolar Han Liu 35 43 0 30 Dec 2014
Pathwise Coordinate Optimization for Sparse Learning: Algorithm and Theory T. Zhao Han Liu Tong Zhang 32 46 0 23 Dec 2014
Support recovery without incoherence: A case for nonconvex regularization Po-Ling Loh Martin J. Wainwright 39 166 0 17 Dec 2014
The Benefit of Group Sparsity in Group Inference with De-biased Scaled Group Lasso Ritwik Mitra Cun-Hui Zhang 47 46 0 13 Dec 2014
False discovery rate smoothing Wesley Tansey Oluwasanmi Koyejo R. Poldrack James G. Scott 25 46 0 22 Nov 2014
Group Regularized Estimation under Structural Hierarchy Yiyuan She Zhifeng Wang He Jiang 51 47 0 17 Nov 2014
Optimal Two-Step Prediction in Regression Didier Chételat Johannes Lederer Joseph Salmon 38 19 0 18 Oct 2014
Robust Estimation of High-Dimensional Mean Regression Jianqing Fan Quefeng Li Yuyan Wang 31 30 0 08 Oct 2014
Statistical Estimation: From Denoising to Sparse Regression and Hidden Cliques Eric W. Tramel Santhosh Kumar A. Giurgiu Andrea Montanari 18 11 0 19 Sep 2014
Finite mixture regression: A sparse variable selection by model selection for clustering Emilie Devijver 18 26 0 04 Sep 2014
Stochastic Coordinate Coding and Its Application for Drosophila Gene Expression Pattern Annotation Binbin Lin Qingyang Li Qian Sun M. Lai Ian Davidson Wei Fan Jieping Ye 49 40 0 30 Jul 2014
Efficient Sparse Clustering of High-Dimensional Non-spherical Gaussian Mixtures Martin Azizyan Aarti Singh Larry A. Wasserman 28 22 0 09 Jun 2014
On higher order isotropy conditions and lower bounds for sparse quadratic forms Sara van de Geer Alan Muro 23 29 0 23 May 2014
Censored linear model in high dimensions Patrice Müller Sara van de Geer 43 21 0 03 May 2014
Controlling the false discovery rate via knockoffs Rina Foygel Barber Emmanuel J. Candès 41 741 0 22 Apr 2014
The Degrees of Freedom of Partly Smooth Regularizers Samuel Vaiter Charles-Alban Deledalle M. Fadili Gabriel Peyré C. Dossal 95 49 0 22 Apr 2014
Geometric Inference for General High-Dimensional Linear Inverse Problems T. Tony Cai Tengyuan Liang Alexander Rakhlin 48 27 0 17 Apr 2014
The Horseshoe Estimator: Posterior Concentration around Nearly Black Vectors S. V. D. Pas B. Kleijn A. van der Vaart 40 166 0 01 Apr 2014
On the Sensitivity of the Lasso to the Number of Predictor Variables Cheryl J. Flynn Clifford M. Hurvich J. Simonoff 38 14 0 18 Mar 2014
A new perspective on least squares under convex constraint S. Chatterjee 51 114 0 04 Feb 2014
Impacts of high dimensionality in finite samples Jinchi Lv 36 20 0 12 Nov 2013
Distance-based and continuum Fano inequalities with applications to statistical estimation John C. Duchi Martin J. Wainwright 35 66 0 12 Nov 2013
Variable Selection in Causal Inference Using Penalization Ashkan Ertefaie M. Asgharian D. Stephens CML 32 2 0 06 Nov 2013
Parameterless Optimal Approximate Message Passing Ali Mousavi A. Maleki Richard G. Baraniuk 29 33 0 31 Oct 2013
Asymptotic Analysis of LASSOs Solution Path with Implications for Approximate Message Passing Ali Mousavi A. Maleki Richard G. Baraniuk 35 20 0 23 Sep 2013
Asymptotically Normal and Efficient Estimation of Covariate-Adjusted Gaussian Graphical Model Mengjie Chen Zhao Ren Hongyu Zhao Harrison H. Zhou 22 59 0 23 Sep 2013
Challenges of Big Data Analysis Jianqing Fan Fang Han Han Liu 74 1,278 0 07 Aug 2013
Geometric median and robust estimation in Banach spaces Stanislav Minsker 45 309 0 06 Aug 2013
The partial linear model in high dimensions Patrice Müller Sara van de Geer 32 41 0 03 Jul 2013
A Direct Estimation of High Dimensional Stationary Vector Autoregressions Fang Han Huanran Lu Han Liu 58 120 0 01 Jul 2013