Inexact Half-Quadratic Optimization for Linear Inverse Problems
Author(s) -
Marc C. Robini,
Feng Yang,
Yuemin Zhu
Publication year - 2018
Publication title -
siam journal on imaging sciences
Language(s) - Uncategorized
Resource type - Journals
SCImago Journal Rank - 0.944
H-Index - 71
ISSN - 1936-4954
DOI - 10.1137/17m114635x
Subject(s) - quadratic equation , stationary point , inverse , norm (philosophy) , inverse problem , convergence (economics) , mathematics , conjugate gradient method , mathematical optimization , sequence (biology) , optimization problem , computer science , algorithm , mathematical analysis , geometry , biology , political science , law , economics , genetics , economic growth
We study the convergence of a generic half-quadratic algorithm for minimizing a wide class of $C^{1}$ objectives that occur in inverse imaging problems; this algorithm amounts to solving a sequence...
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