Frames and factorization of graph Laplacians
Using functions from electrical networks (graphs with resistors assigned to edges), we prove existence (with explicit formulas) of a canonical Parseval frame in the energy Hilbert space \(\mathscr{H}_{E}\) of a prescribed infinite (or finite) network. Outside degenerate cases, our Parseval frame is...
Main Authors: | , |
---|---|
Format: | Article |
Language: | English |
Published: |
AGH Univeristy of Science and Technology Press
2015-01-01
|
Series: | Opuscula Mathematica |
Subjects: | |
Online Access: | http://www.opuscula.agh.edu.pl/vol35/3/art/opuscula_math_3520.pdf |
id |
doaj-7241043257624d1eb2b4713b9c6c0f8e |
---|---|
record_format |
Article |
spelling |
doaj-7241043257624d1eb2b4713b9c6c0f8e2020-11-25T00:11:01ZengAGH Univeristy of Science and Technology PressOpuscula Mathematica1232-92742015-01-01353293332http://dx.doi.org/10.7494/OpMath.2015.35.3.2933520Frames and factorization of graph LaplaciansPalle Jorgensen0Feng Tian1The University of Iowa, Department of Mathematics, Iowa City, IA 52242-1419, USAWright State University, Department of Mathematics, Dayton, OH 45435, USAUsing functions from electrical networks (graphs with resistors assigned to edges), we prove existence (with explicit formulas) of a canonical Parseval frame in the energy Hilbert space \(\mathscr{H}_{E}\) of a prescribed infinite (or finite) network. Outside degenerate cases, our Parseval frame is not an orthonormal basis. We apply our frame to prove a number of explicit results: With our Parseval frame and related closable operators in \(\mathscr{H}_{E}\) we characterize the Friedrichs extension of the \(\mathscr{H}_{E}\)-graph Laplacian. We consider infinite connected network-graphs \(G=\left(V,E\right)\), \(V\) for vertices, and \(E\) for edges. To every conductance function \(c\) on the edges \(E\) of \(G\), there is an associated pair \(\left(\mathscr{H}_{E},\Delta\right)\) where \(\mathscr{H}_{E}\) in an energy Hilbert space, and \(\Delta\left(=\Delta_{c}\right)\) is the \(c\)-Graph Laplacian; both depending on the choice of conductance function \(c\). When a conductance function is given, there is a current-induced orientation on the set of edges and an associated natural Parseval frame in \(\mathscr{H}_{E}\) consisting of dipoles. Now \(\Delta\) is a well-defined semibounded Hermitian operator in both of the Hilbert \(l^{2}\left(V\right)\) and \(\mathscr{H}_{E}\). It is known to automatically be essentially selfadjoint as an \(l^{2}\left(V\right)\)-operator, but generally not as an \(\mathscr{H}_{E}\) operator. Hence as an \(\mathscr{H}_{E}\) operator it has a Friedrichs extension. In this paper we offer two results for the Friedrichs extension: a characterization and a factorization. The latter is via \(l^{2}\left(V\right)\).http://www.opuscula.agh.edu.pl/vol35/3/art/opuscula_math_3520.pdfunbounded operatorsdeficiency-indicesHilbert spaceboundary valuesweighted graphreproducing kernelDirichlet formgraph Laplacianresistance networkharmonic analysisharmonic analysis, frameParseval frameFriedrichs extensionreversible random walkresistance distanceenergy Hilbert space |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Palle Jorgensen Feng Tian |
spellingShingle |
Palle Jorgensen Feng Tian Frames and factorization of graph Laplacians Opuscula Mathematica unbounded operators deficiency-indices Hilbert space boundary values weighted graph reproducing kernel Dirichlet form graph Laplacian resistance network harmonic analysis harmonic analysis, frame Parseval frame Friedrichs extension reversible random walk resistance distance energy Hilbert space |
author_facet |
Palle Jorgensen Feng Tian |
author_sort |
Palle Jorgensen |
title |
Frames and factorization of graph Laplacians |
title_short |
Frames and factorization of graph Laplacians |
title_full |
Frames and factorization of graph Laplacians |
title_fullStr |
Frames and factorization of graph Laplacians |
title_full_unstemmed |
Frames and factorization of graph Laplacians |
title_sort |
frames and factorization of graph laplacians |
publisher |
AGH Univeristy of Science and Technology Press |
series |
Opuscula Mathematica |
issn |
1232-9274 |
publishDate |
2015-01-01 |
description |
Using functions from electrical networks (graphs with resistors assigned to edges), we prove existence (with explicit formulas) of a canonical Parseval frame in the energy Hilbert space \(\mathscr{H}_{E}\) of a prescribed infinite (or finite) network. Outside degenerate cases, our Parseval frame is not an orthonormal basis. We apply our frame to prove a number of explicit results: With our Parseval frame and related closable operators in \(\mathscr{H}_{E}\) we characterize the Friedrichs extension of the \(\mathscr{H}_{E}\)-graph Laplacian. We consider infinite connected network-graphs \(G=\left(V,E\right)\), \(V\) for vertices, and \(E\) for edges. To every conductance function \(c\) on the edges \(E\) of \(G\), there is an associated pair \(\left(\mathscr{H}_{E},\Delta\right)\) where \(\mathscr{H}_{E}\) in an energy Hilbert space, and \(\Delta\left(=\Delta_{c}\right)\) is the \(c\)-Graph Laplacian; both depending on the choice of conductance function \(c\). When a conductance function is given, there is a current-induced orientation on the set of edges and an associated natural Parseval frame in \(\mathscr{H}_{E}\) consisting of dipoles. Now \(\Delta\) is a well-defined semibounded Hermitian operator in both of the Hilbert \(l^{2}\left(V\right)\) and \(\mathscr{H}_{E}\). It is known to automatically be essentially selfadjoint as an \(l^{2}\left(V\right)\)-operator, but generally not as an \(\mathscr{H}_{E}\) operator. Hence as an \(\mathscr{H}_{E}\) operator it has a Friedrichs extension. In this paper we offer two results for the Friedrichs extension: a characterization and a factorization. The latter is via \(l^{2}\left(V\right)\). |
topic |
unbounded operators deficiency-indices Hilbert space boundary values weighted graph reproducing kernel Dirichlet form graph Laplacian resistance network harmonic analysis harmonic analysis, frame Parseval frame Friedrichs extension reversible random walk resistance distance energy Hilbert space |
url |
http://www.opuscula.agh.edu.pl/vol35/3/art/opuscula_math_3520.pdf |
work_keys_str_mv |
AT pallejorgensen framesandfactorizationofgraphlaplacians AT fengtian framesandfactorizationofgraphlaplacians |
_version_ |
1725405576095072256 |