Efficient Tuning-Free l1-Regression of Nonnegative Compressible Signals

In compressed sensing the goal is to recover a signal from as few as possible noisy, linear measurements with the general assumption that the signal has only a few non-zero entries. The recovery can be performed by multiple different decoders, however most of them rely on some tuning. Given an estim...

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Bibliographic Details
Main Authors: Hendrik Bernd Petersen, Bubacarr Bah, Peter Jung
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-06-01
Series:Frontiers in Applied Mathematics and Statistics
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fams.2021.615573/full