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Proximity for sums of composite functions

Authors: Combettes, Patrick Louis; Dung, Dinh; Vu, Bang Cong;

Proximity for sums of composite functions

Abstract

We propose an algorithm for computing the proximity operator of a sum of composite convex functions in Hilbert spaces and investigate its asymptotic behavior. Applications to best approximation and image recovery are described.

Country
France
Keywords

Linear operator approximation theory, convex optimization, Duality, projector, image recovery, 90C25, proximity operator, FOS: Mathematics, best approximation, Mathematics - Optimization and Control, Optimality conditions for solutions belonging to restricted classes (Lipschitz controls, bang-bang controls, etc.), Applied Mathematics, Elastic net, Mathematical programming, lower-semicontinuous convex function, sadco, [MATH.MATH-OC] Mathematics [math]/Optimization and Control [math.OC], elastic net, Convex optimization, Image recovery, Proximity operator, Optimization and Control (math.OC), duality, Best approximation, Applications of operator theory in optimization, convex analysis, mathematical programming, economics, indicator function, Proximal splitting algorithm, Analysis, proximal splitting algorithm

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    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.
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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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    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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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!
49
Top 10%
Top 10%
Top 10%
Green
hybrid