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Sharp Concentration Results for Heavy-Tailed Distributions


Mar 30, 2020
Milad Bakhshizadeh, Arian Maleki, Victor H. de la Pena

* 15 pages 

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Error bounds in estimating the out-of-sample prediction error using leave-one-out cross validation in high-dimensions


Mar 03, 2020
Kamiar Rahnama Rad, Wenda Zhou, Arian Maleki

* AISTATS 2020 

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Does SLOPE outperform bridge regression?


Oct 04, 2019
Shuaiwen Wang, Haolei Weng, Arian Maleki

* 51 pages, 18 figures 

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Consistent Risk Estimation in High-Dimensional Linear Regression


Feb 07, 2019
Ji Xu, Arian Maleki, Kamiar Rahnama Rad


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Benefits of over-parameterization with EM


Oct 26, 2018
Ji Xu, Daniel Hsu, Arian Maleki

* Accepted at NIPS 2018 

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Approximate Leave-One-Out for Fast Parameter Tuning in High Dimensions


Jul 07, 2018
Shuaiwen Wang, Wenda Zhou, Haihao Lu, Arian Maleki, Vahab Mirrokni

* The paper is published on ICML 2018 

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Global analysis of Expectation Maximization for mixtures of two Gaussians


Aug 26, 2016
Ji Xu, Daniel Hsu, Arian Maleki


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From Denoising to Compressed Sensing


Apr 17, 2016
Christopher A. Metzler, Arian Maleki, Richard G. Baraniuk


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Consistent Parameter Estimation for LASSO and Approximate Message Passing


Nov 04, 2015
Ali Mousavi, Arian Maleki, Richard G. Baraniuk

* arXiv admin note: text overlap with arXiv:1309.5979 

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Parameterless Optimal Approximate Message Passing


Oct 31, 2013
Ali Mousavi, Arian Maleki, Richard G. Baraniuk


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Asymptotic Analysis of LASSOs Solution Path with Implications for Approximate Message Passing


Sep 23, 2013
Ali Mousavi, Arian Maleki, Richard G. Baraniuk


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Iterative Thresholding Algorithm for Sparse Inverse Covariance Estimation


Nov 27, 2012
Dominique Guillot, Bala Rajaratnam, Benjamin T. Rolfs, Arian Maleki, Ian Wong

* 25 pages, 1 figure, 4 tables. Conference paper 

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Suboptimality of Nonlocal Means for Images with Sharp Edges


Nov 24, 2011
Arian Maleki, Manjari Narayan, Richard G. Baraniuk

* 33 pages, 3 figures 

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