DocumentCode
2172226
Title
Focuss is a convex-concave procedure
Author
Hyder, Md Mashud ; Mahata, Kaushik
Author_Institution
Sch. of Electr. Eng. & Comput. Sci., Univ. of Newcastle, Callaghan, NSW, Australia
fYear
2011
fDate
22-27 May 2011
Firstpage
4216
Lastpage
4219
Abstract
We show the powerful sparse signal recovery approach FOCUSS is a convex-concave procedure. It follows a Newton-like decent direction by retaining the positive definite component of the Hessian matrix. This motivates an improved implementation of FOCUSS.
Keywords
Hessian matrices; concave programming; convex programming; signal processing; FOCUSS; Hessian matrix; Newton-like decent direction; convex-concave procedure; sparse signal recovery approach; Equations; Image reconstruction; Iterative methods; Matching pursuit algorithms; Noise; Noise measurement; Signal processing algorithms; FOCUSS; convex-concave; sparse recovery;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech and Signal Processing (ICASSP), 2011 IEEE International Conference on
Conference_Location
Prague
ISSN
1520-6149
Print_ISBN
978-1-4577-0538-0
Electronic_ISBN
1520-6149
Type
conf
DOI
10.1109/ICASSP.2011.5947283
Filename
5947283
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