DocumentCode
741338
Title
Proximal Mappings Involving Almost Structured Matrices
Author
Bayram, Ilker
Author_Institution
Elektronik ve Haberleşme Mühendisliği Bölümü, İstanbul Technical Üniversity, Maslak/İstanbul, Turkey
Volume
22
Issue
12
fYear
2015
Firstpage
2264
Lastpage
2268
Abstract
We consider a minimization problem where the cost function consists of the sum of a quadratic data fidelity term and a penalty term. The quadratic involves a matrix
that can be embedded into a larger matrix
where multiplication with the inverse of
can be efficiently performed. We discuss how to take advantage of this property when the Douglas-Rachford algorithm is utilized.
Keywords
Approximation algorithms; Context; Convergence; Dictionaries; Minimization; Signal processing algorithms; Sparse matrices; Circulant matrix; Douglas-Rachford algorithm; deconvolution; proximity operator; structured matrix;
fLanguage
English
Journal_Title
Signal Processing Letters, IEEE
Publisher
ieee
ISSN
1070-9908
Type
jour
DOI
10.1109/LSP.2015.2476381
Filename
7239561
Link To Document