Subspaces with extra invariance nearest to observed data

Given an arbitrary finite set of data F={f1,…,fm}⊂L2(Rd) we prove the existence and show how to construct a “small shift invariant space” that is “closest” to the data F over certain class of closed subspaces of L2(Rd). The approximating subspace is required to have extra-invariance properties, that...

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Autores principales: Cabrelli, C., Mosquera, C.A.
Formato: JOUR
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Acceso en línea:http://hdl.handle.net/20.500.12110/paper_10635203_v41_n2_p660_Cabrelli
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spelling todo:paper_10635203_v41_n2_p660_Cabrelli2023-10-03T16:01:11Z Subspaces with extra invariance nearest to observed data Cabrelli, C. Mosquera, C.A. Extra-invariance Paley–Wiener spaces Sampling Shift invariant spaces Harmonic analysis Sampling Approximation problems Closed subspace Parseval frames Primary Secondary Shift-invariant space Translation invariants Wiener spaces Functional analysis Given an arbitrary finite set of data F={f1,…,fm}⊂L2(Rd) we prove the existence and show how to construct a “small shift invariant space” that is “closest” to the data F over certain class of closed subspaces of L2(Rd). The approximating subspace is required to have extra-invariance properties, that is to be invariant under translations by a prefixed additive subgroup of Rd containing Zd. This is important for example in situations where we need to deal with jitter error of the data. Here small means that our solution subspace should be generated by the integer translates of a small number of generators. An expression for the error in terms of the data is provided and we construct a Parseval frame for the optimal space. We also consider the problem of approximating F from generalized Paley–Wiener spaces of Rd that are generated by the integer translates of a finite number of functions. That is finitely generated shift invariant spaces that are translation invariant. We characterize these spaces in terms of multi-tile sets of Rd, and show the connections with recent results on Riesz basis of exponentials on bounded sets of Rd. Finally we study the discrete case for our approximation problem. © 2015 Elsevier Inc. Fil:Cabrelli, C. Universidad de Buenos Aires. Facultad de Ciencias Exactas y Naturales; Argentina. JOUR info:eu-repo/semantics/openAccess http://creativecommons.org/licenses/by/2.5/ar http://hdl.handle.net/20.500.12110/paper_10635203_v41_n2_p660_Cabrelli
institution Universidad de Buenos Aires
institution_str I-28
repository_str R-134
collection Biblioteca Digital - Facultad de Ciencias Exactas y Naturales (UBA)
topic Extra-invariance
Paley–Wiener spaces
Sampling
Shift invariant spaces
Harmonic analysis
Sampling
Approximation problems
Closed subspace
Parseval frames
Primary
Secondary
Shift-invariant space
Translation invariants
Wiener spaces
Functional analysis
spellingShingle Extra-invariance
Paley–Wiener spaces
Sampling
Shift invariant spaces
Harmonic analysis
Sampling
Approximation problems
Closed subspace
Parseval frames
Primary
Secondary
Shift-invariant space
Translation invariants
Wiener spaces
Functional analysis
Cabrelli, C.
Mosquera, C.A.
Subspaces with extra invariance nearest to observed data
topic_facet Extra-invariance
Paley–Wiener spaces
Sampling
Shift invariant spaces
Harmonic analysis
Sampling
Approximation problems
Closed subspace
Parseval frames
Primary
Secondary
Shift-invariant space
Translation invariants
Wiener spaces
Functional analysis
description Given an arbitrary finite set of data F={f1,…,fm}⊂L2(Rd) we prove the existence and show how to construct a “small shift invariant space” that is “closest” to the data F over certain class of closed subspaces of L2(Rd). The approximating subspace is required to have extra-invariance properties, that is to be invariant under translations by a prefixed additive subgroup of Rd containing Zd. This is important for example in situations where we need to deal with jitter error of the data. Here small means that our solution subspace should be generated by the integer translates of a small number of generators. An expression for the error in terms of the data is provided and we construct a Parseval frame for the optimal space. We also consider the problem of approximating F from generalized Paley–Wiener spaces of Rd that are generated by the integer translates of a finite number of functions. That is finitely generated shift invariant spaces that are translation invariant. We characterize these spaces in terms of multi-tile sets of Rd, and show the connections with recent results on Riesz basis of exponentials on bounded sets of Rd. Finally we study the discrete case for our approximation problem. © 2015 Elsevier Inc.
format JOUR
author Cabrelli, C.
Mosquera, C.A.
author_facet Cabrelli, C.
Mosquera, C.A.
author_sort Cabrelli, C.
title Subspaces with extra invariance nearest to observed data
title_short Subspaces with extra invariance nearest to observed data
title_full Subspaces with extra invariance nearest to observed data
title_fullStr Subspaces with extra invariance nearest to observed data
title_full_unstemmed Subspaces with extra invariance nearest to observed data
title_sort subspaces with extra invariance nearest to observed data
url http://hdl.handle.net/20.500.12110/paper_10635203_v41_n2_p660_Cabrelli
work_keys_str_mv AT cabrellic subspaceswithextrainvariancenearesttoobserveddata
AT mosqueraca subspaceswithextrainvariancenearesttoobserveddata
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