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Journal of Optimization Theory and Applications
Article . 2018 . Peer-reviewed
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The Proximal Alternating Minimization Algorithm for Two-Block Separable Convex Optimization Problems with Linear Constraints

The proximal alternating minimization algorithm for two-block separable convex optimization problems with linear constraints
Authors: Sandy Bitterlich; Radu Ioan Bot; Ernö Robert Csetnek; Gert Wanka;

The Proximal Alternating Minimization Algorithm for Two-Block Separable Convex Optimization Problems with Linear Constraints

Abstract

The Alternating Minimization Algorithm (AMA) has been proposed by Tseng to solve convex programming problems with two-block separable linear constraints and objectives, whereby (at least) one of the components of the latter is assumed to be strongly convex. The fact that one of the subproblems to be solved within the iteration process of AMA does not usually correspond to the calculation of a proximal operator through a closed formula, affects the implementability of the algorithm. In this paper we allow in each block of the objective a further smooth convex function and propose a proximal version of AMA, called Proximal AMA, which is achieved by equipping the algorithm with proximal terms induced by variable metrics. For suitable choices of the latter, the solving of the two subproblems in the iterative scheme can be reduced to the computation of proximal operators. We investigate the convergence of the proposed algorithm in a real Hilbert space setting and illustrate its numerical performances on two applications in image processing and machine learning.

Countries
Austria, Austria, Germany, Austria
Keywords

proximal AMA, 101014 Numerical mathematics, Convex programming, convex optimization, 101016 Optimisation, subdifferential, saddle points, Numerical Analysis (math.NA), Saddle points, 101014 Numerische Mathematik, Article, 510, Convex optimization, 47H05, 65K05, 90C25, Fenchel duality, Numerical mathematical programming methods, Optimization and Control (math.OC), FOS: Mathematics, Mathematics - Numerical Analysis, 101016 Optimierung, Proximal AMA, Monotone operators and generalizations, Mathematics - Optimization and Control, Lagrangian, Subdifferential

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    popularity
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    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
6
Top 10%
Average
Average
Green
hybrid