Randomized sparse block Kaczmarz as randomized dual block-coordinate descent

We show that the Sparse Kaczmarz method is a particular instance of the coordinate gradient method applied to an unconstrained dual problem corresponding to a regularized l1-minimization problem subject to linear constraints.

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Bibliographic Details
Main Author: Petra, Stefania (Author)
Format: Article (Journal)
Language:English
Published: 2015
In: Analele științifice ale Universității Ovidius Constanța. Seria Matematică
Year: 2015, Volume: 23, Issue: 3, Pages: 129-150
ISSN:1844-0835
Online Access:Verlag, kostenfrei, Volltext: http://www.anstuocmath.ro/mathematics//anale2015vol3/Petra_S.pdf
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Author Notes:Stefania Petra
Description
Summary:We show that the Sparse Kaczmarz method is a particular instance of the coordinate gradient method applied to an unconstrained dual problem corresponding to a regularized l1-minimization problem subject to linear constraints.
Item Description:Gesehen am 27.07.2018
Physical Description:Online Resource
ISSN:1844-0835