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On the behaviour of algorithms featuring compositions of projectors and proximal mappings with no solutions Alwadani, Salihah Thabet
Abstract
Finding a zero of the sum of two maximally monotone operators is of fundamental importance in variational analysis and optimization. There are various algorithms for solving this problem such as the Douglas–Rachford splitting algorithm (DR) and Arag ́on Artacho-Campoy algorithm (AACA), which is a new method in this area. Moreover, it is well known that there is a connection between the set of zeros of maximally monotone operators and the fixed point set of composition of nonexpansive operators. In this thesis we will explore the connection between algorithms and fixed point sets. This thesis consists of two parts. In the first part of this thesis, we advance the analysis of AACA. We use the proximal and resolvent average in our analysis. We re-derive the central convergence result on AACA and demonstrate that the underlying curve converges to the nearest zero of the sum of the two operators. Using the Attouch-Th ́era duality, we study the cycles, gap vectors and fixed point sets of compositions of general nonexpansive mappings in the second part. We also use the framework of monotone operator theory to resolve the geometry conjecture completely, which states that the fixed point set of the composition of projectors onto nonempty closed convex sets in Hilbert space is actually equal to the intersection of certain translations of the underlying sets. Then we extend the results from projectors to proximal mappings.
Item Metadata
Title |
On the behaviour of algorithms featuring compositions of projectors and proximal mappings with no solutions
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Creator | |
Supervisor | |
Publisher |
University of British Columbia
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Date Issued |
2021
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Description |
Finding a zero of the sum of two maximally monotone operators is of fundamental importance in variational analysis and optimization. There are various algorithms for solving this problem such as the Douglas–Rachford splitting algorithm (DR) and Arag ́on Artacho-Campoy algorithm (AACA), which is a new method in this area. Moreover, it is well known that there is a connection between the set of zeros of maximally monotone operators and the fixed point set of composition of nonexpansive operators. In this thesis we will explore the connection between algorithms and fixed point sets. This thesis consists of two parts.
In the first part of this thesis, we advance the analysis of AACA. We use the proximal and resolvent average in our analysis. We re-derive the central convergence result on AACA and demonstrate that the underlying curve converges to the nearest zero of the sum of the two operators.
Using the Attouch-Th ́era duality, we study the cycles, gap vectors and fixed point sets of compositions of general nonexpansive mappings in the second part. We also use the framework of monotone operator theory to resolve the geometry conjecture completely, which states that the fixed point set of the composition of projectors onto nonempty closed convex sets in Hilbert space is actually equal to the intersection of certain translations of the underlying sets. Then we extend the results from projectors to proximal mappings.
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Genre | |
Type | |
Language |
eng
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Date Available |
2021-11-22
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Provider |
Vancouver : University of British Columbia Library
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Rights |
Attribution-NonCommercial-NoDerivatives 4.0 International
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DOI |
10.14288/1.0403824
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URI | |
Degree | |
Program | |
Affiliation | |
Degree Grantor |
University of British Columbia
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Graduation Date |
2022-02
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Campus | |
Scholarly Level |
Graduate
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Rights URI | |
Aggregated Source Repository |
DSpace
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Rights
Attribution-NonCommercial-NoDerivatives 4.0 International