A sampling theory for infinite weighted graphs

We prove two sampling theorems for infinite (countable discrete) weighted graphs \(G\); one example being "large grids of resistors" i.e., networks and systems of resistors. We show that there is natural ambient continuum \(X\) containing \(G\), and there are Hilbert spaces of functions on...

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Main Author: Palle E. T. Jorgensen
Format: Article
Language:English
Published: AGH Univeristy of Science and Technology Press 2011-01-01
Series:Opuscula Mathematica
Subjects:
Online Access:http://www.opuscula.agh.edu.pl/vol31/2/art/opuscula_math_3115.pdf
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author Palle E. T. Jorgensen
author_facet Palle E. T. Jorgensen
author_sort Palle E. T. Jorgensen
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description We prove two sampling theorems for infinite (countable discrete) weighted graphs \(G\); one example being "large grids of resistors" i.e., networks and systems of resistors. We show that there is natural ambient continuum \(X\) containing \(G\), and there are Hilbert spaces of functions on \(X\) that allow interpolation by sampling values of the functions restricted only on the vertices in \(G\). We sample functions on \(X\) from their discrete values picked in the vertex-subset \(G\). We prove two theorems that allow for such realistic ambient spaces \(X\) for a fixed graph \(G\), and for interpolation kernels in function Hilbert spaces on \(X\), sampling only from points in the subset of vertices in \(G\). A continuum is often not apparent at the outset from the given graph \(G\). We will solve this problem with the use of ideas from stochastic integration.
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spelling doaj.art-e109ddb0c4f74db58394f471775f93352022-12-22T01:22:22ZengAGH Univeristy of Science and Technology PressOpuscula Mathematica1232-92742011-01-01312209236http://dx.doi.org/10.7494/OpMath.2011.31.2.2093115A sampling theory for infinite weighted graphsPalle E. T. Jorgensen0The University of Iowa, Department of Mathematics, Iowa City, IA 52242-1419, USAWe prove two sampling theorems for infinite (countable discrete) weighted graphs \(G\); one example being "large grids of resistors" i.e., networks and systems of resistors. We show that there is natural ambient continuum \(X\) containing \(G\), and there are Hilbert spaces of functions on \(X\) that allow interpolation by sampling values of the functions restricted only on the vertices in \(G\). We sample functions on \(X\) from their discrete values picked in the vertex-subset \(G\). We prove two theorems that allow for such realistic ambient spaces \(X\) for a fixed graph \(G\), and for interpolation kernels in function Hilbert spaces on \(X\), sampling only from points in the subset of vertices in \(G\). A continuum is often not apparent at the outset from the given graph \(G\). We will solve this problem with the use of ideas from stochastic integration.http://www.opuscula.agh.edu.pl/vol31/2/art/opuscula_math_3115.pdfweighted graphHilbert spaceLaplace operatorsamplingShannonwhite noiseWiener transforminterpolation
spellingShingle Palle E. T. Jorgensen
A sampling theory for infinite weighted graphs
Opuscula Mathematica
weighted graph
Hilbert space
Laplace operator
sampling
Shannon
white noise
Wiener transform
interpolation
title A sampling theory for infinite weighted graphs
title_full A sampling theory for infinite weighted graphs
title_fullStr A sampling theory for infinite weighted graphs
title_full_unstemmed A sampling theory for infinite weighted graphs
title_short A sampling theory for infinite weighted graphs
title_sort sampling theory for infinite weighted graphs
topic weighted graph
Hilbert space
Laplace operator
sampling
Shannon
white noise
Wiener transform
interpolation
url http://www.opuscula.agh.edu.pl/vol31/2/art/opuscula_math_3115.pdf
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