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zbMATH Open
Article . 2017
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SIAM Journal on Optimization
Article . 2017 . Peer-reviewed
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Convergence Rate Analysis for Averaged Fixed Point Iterations in Common Fixed Point Problems

Convergence rate analysis for averaged fixed point iterations in common fixed point problems
Authors: Borwein, JM; Li, G; Tam, MK;

Convergence Rate Analysis for Averaged Fixed Point Iterations in Common Fixed Point Problems

Abstract

Summary: In this paper, we establish sublinear and linear convergence of fixed point iterations generated by averaged operators in a Hilbert space. Our results are achieved under a bounded Hölder regularity assumption which generalizes the well-known notion of bounded linear regularity. As an application of our results, we provide a convergence rate analysis for many important iterative methods in solving broad mathematical problems such as convex feasibility problems and variational inequality problems. These include Krasnoselskii-Mann iterations, the cyclic projection algorithm, forward-backward splitting and the Douglas-Rachford feasibility algorithm along with some variants. In the important case in which the underlying sets are convex sets described by convex polynomials in a finite dimensional space, we show that the Hölder regularity properties are automatically satisfied, from which sublinear convergence follows.

Keywords

Hölder regularity, Convex programming, 4901 Applied Mathematics, anzsrc-for: 4903 Numerical and Computational Mathematics, 4904 Pure Mathematics, Rate of convergence, degree of approximation, averaged operator, semi-algebraic, anzsrc-for: 4904 Pure Mathematics, 510, Best approximation, Chebyshev systems, anzsrc-for: 49 Mathematical Sciences, convergence rate, fixed point iteration, Douglas-Rachford algorithm, anzsrc-for: 0103 Numerical and Computational Mathematics, 4903 Numerical and Computational Mathematics, Sensitivity, stability, parametric optimization, 49 Mathematical Sciences, anzsrc-for: 4901 Applied Mathematics, anzsrc-for: 0102 Applied Mathematics

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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!
45
Top 10%
Top 10%
Top 10%
Green
bronze