Rates of convergence for inexact Krasnosel'skii-Mann iterations in Banach spaces
Mario Bravo, Roberto Cominetti, Mat\'ias Pavez-Sign\'e

TL;DR
This paper analyzes the convergence rates of an inexact Krasnosel'skii-Mann iteration in Banach spaces, providing new bounds and extending results to continuous-time evolution equations.
Contribution
It introduces a new metric bound for fixed-point residuals, establishing convergence rates for inexact iterations and their variants in Banach spaces.
Findings
Established a new convergence rate bound for inexact Krasnosel'skii-Mann iterations.
Extended convergence results to continuous-time nonautonomous evolution equations.
Applied results to variants like approximate projections, Ishikawa, and diagonal schemes.
Abstract
We study the convergence of an inexact version of the classical Krasnosel'skii-Mann iteration for computing fixed points of nonexpansive maps. Our main result establishes a new metric bound for the fixed-point residuals, from which we derive their rate of convergence as well as the convergence of the iterates towards a fixed point. The results are applied to three variants of the basic iteration: infeasible iterations with approximate projections, the Ishikawa iteration, and diagonal Krasnosels'kii-Mann schemes. The results are also extended to continuous time in order to study the asymptotics of nonautonomous evolution equations governed by nonexpansive operators.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsOptimization and Variational Analysis · Fixed Point Theorems Analysis · Advanced Optimization Algorithms Research
