Finding Dantzig selectors with a proximity operator based fixed-point algorithm

Author:

Prater Ashley,Shen Lixin,Suter Bruce W.

Funder

US National Science Foundation

Publisher

Elsevier BV

Subject

Applied Mathematics,Computational Theory and Mathematics,Computational Mathematics,Statistics and Probability

Reference31 articles.

1. Convex Analysis and Monotone Operator Theory in Hilbert Spaces;Bauschke,2011

2. A fast iterative shrinkage-thresholding algorithm for linear inverse problems;Beck;SIAM J. Imaging Sci.,2009

3. Templates for convex cone problems with applications to sparse signal recovery;Becker;Math. Program. Comput.,2010

4. Discussion: the Dantzig selector: Statistical estimation when p is much larger than n;Bickel;Ann. Statist.,2007

5. Convex Optimization;Boyd,2004

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1. A partially proximal linearized alternating minimization method for finding Dantzig selectors;Computational and Applied Mathematics;2021-02-26

2. Accelerated Proximal Algorithm for Finding the Dantzig Selector and Source Separation Using Dictionary Learning;Tehnicki vjesnik - Technical Gazette;2020-08-15

3. Randomness and isometries in echo state networks and compressed sensing;Compressive Sensing VII: From Diverse Modalities to Big Data Analytics;2018-05-14

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