A Greedy Version of the Frame Algorithm

Fuente: arXiv
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Autore principale: Johnson, Brody Dylan
Natura: Preprint
Pubblicazione: 2025
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author Johnson, Brody Dylan
author_facet Johnson, Brody Dylan
contents The frame algorithm uses a simple recursive formula to approximate an unknown vector from its frame coefficients. This note introduces an adaptive version of the frame algorithm that maximizes the error reduction between steps in terms of an equivalent norm. This greedy version of the frame algorithm is proven to achieve the same guaranteed convergence rate as the traditional frame algorithm, yet, unlike its classical counterpart, does not require knowledge of the frame bounds. The robustness of the greedy frame algorithm with respect to noisy measurements is also established. Two numerical examples are included to demonstrate the benefit of the greedy algorithm in applications.
format Preprint
id arxiv_https___arxiv_org_abs_2506_18865
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle A Greedy Version of the Frame Algorithm
Johnson, Brody Dylan
Functional Analysis
Classical Analysis and ODEs
42C15
The frame algorithm uses a simple recursive formula to approximate an unknown vector from its frame coefficients. This note introduces an adaptive version of the frame algorithm that maximizes the error reduction between steps in terms of an equivalent norm. This greedy version of the frame algorithm is proven to achieve the same guaranteed convergence rate as the traditional frame algorithm, yet, unlike its classical counterpart, does not require knowledge of the frame bounds. The robustness of the greedy frame algorithm with respect to noisy measurements is also established. Two numerical examples are included to demonstrate the benefit of the greedy algorithm in applications.
title A Greedy Version of the Frame Algorithm
topic Functional Analysis
Classical Analysis and ODEs
42C15
url https://arxiv.org/abs/2506.18865