Eigenvalues of Matrices and Graphs

The interplay between spectrum and structure of graphs is the recurring theme of the three more or less independent chapters of this thesis. The first chapter provides a method to relate the eigensolutions of two matrices, one being the principal submatrix of the other, via an arbitrary annihilating...

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Main Author: Thüne, Mario
Other Authors: Universität Leipzig, Fakultät für Mathematik und Informatik
Format: Doctoral Thesis
Language:English
Published: Universitätsbibliothek Leipzig 2013
Subjects:
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http://nbn-resolving.de/urn:nbn:de:bsz:15-qucosa-120713
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spelling ndltd-DRESDEN-oai-qucosa.de-bsz-15-qucosa-1207132013-08-27T03:09:25Z Eigenvalues of Matrices and Graphs Thüne, Mario Graph Spektrum principal submatrix lambda-matrix equitable partition front divisor isospectral simultaneous unitary equivalence ddc:500 The interplay between spectrum and structure of graphs is the recurring theme of the three more or less independent chapters of this thesis. The first chapter provides a method to relate the eigensolutions of two matrices, one being the principal submatrix of the other, via an arbitrary annihilating polynomial. This is extended to lambda-matrices and to matrices the entries of which are rational functions in one variable. The extension may be interpreted as a possible generalization of other known techniques which aim at reducing the size of a matrix while preserving the spectral information. Several aspects of an application in order to reduce the computational costs of ordinary eigenvalue problems are discussed. The second chapter considers the straightforward extension of the well known concept of equitable partitions to weighted graphs, i.e. complex matrices. It provides a method to divide the eigenproblem into smaller parts corresponding to the front divisor and its complementary factor in an easy and stable way with complexity which is only quadratic in matrix size. The exploitation of several equitable partitions ordered by refinement is discussed and a suggestion is made that preserves hermiticity if present. Some generalizations of equitable partitions are considered and a basic procedure for finding an equitable partition of complex matrices is given. The third chapter deals with isospectral and unitary equivalent graphs. It introduces a construction for unitary equivalent graphs which contains the well known GM-switching as a special case. It also considers an algebra of graph matrices generated by the adjacency matrix that corresponds to the 1-dimensional Weisfeiler-Lehman stabilizer in a way that mimics the correspondence of the coherent closure and the 2-dimensional Weisfeiler-Lehman stabilizer. The algebra contains the degree matrix, the (combinatorial, signless and normalized) Laplacian and the Seidel matrix. An easy construction produces graph pairs that are simultaneously unitary equivalent w.r.t. that algebra. Universitätsbibliothek Leipzig Universität Leipzig, Fakultät für Mathematik und Informatik Prof. Dr. Jürgen Jost Prof. Dr. Jürgen Jost Prof. Dr. Leonid Bunimovich 2013-08-26 doc-type:doctoralThesis application/pdf http://nbn-resolving.de/urn:nbn:de:bsz:15-qucosa-120713 urn:nbn:de:bsz:15-qucosa-120713 http://www.qucosa.de/fileadmin/data/qucosa/documents/12071/DissMTh.pdf eng
collection NDLTD
language English
format Doctoral Thesis
sources NDLTD
topic Graph
Spektrum
principal submatrix
lambda-matrix
equitable partition
front divisor
isospectral
simultaneous unitary equivalence
ddc:500
spellingShingle Graph
Spektrum
principal submatrix
lambda-matrix
equitable partition
front divisor
isospectral
simultaneous unitary equivalence
ddc:500
Thüne, Mario
Eigenvalues of Matrices and Graphs
description The interplay between spectrum and structure of graphs is the recurring theme of the three more or less independent chapters of this thesis. The first chapter provides a method to relate the eigensolutions of two matrices, one being the principal submatrix of the other, via an arbitrary annihilating polynomial. This is extended to lambda-matrices and to matrices the entries of which are rational functions in one variable. The extension may be interpreted as a possible generalization of other known techniques which aim at reducing the size of a matrix while preserving the spectral information. Several aspects of an application in order to reduce the computational costs of ordinary eigenvalue problems are discussed. The second chapter considers the straightforward extension of the well known concept of equitable partitions to weighted graphs, i.e. complex matrices. It provides a method to divide the eigenproblem into smaller parts corresponding to the front divisor and its complementary factor in an easy and stable way with complexity which is only quadratic in matrix size. The exploitation of several equitable partitions ordered by refinement is discussed and a suggestion is made that preserves hermiticity if present. Some generalizations of equitable partitions are considered and a basic procedure for finding an equitable partition of complex matrices is given. The third chapter deals with isospectral and unitary equivalent graphs. It introduces a construction for unitary equivalent graphs which contains the well known GM-switching as a special case. It also considers an algebra of graph matrices generated by the adjacency matrix that corresponds to the 1-dimensional Weisfeiler-Lehman stabilizer in a way that mimics the correspondence of the coherent closure and the 2-dimensional Weisfeiler-Lehman stabilizer. The algebra contains the degree matrix, the (combinatorial, signless and normalized) Laplacian and the Seidel matrix. An easy construction produces graph pairs that are simultaneously unitary equivalent w.r.t. that algebra.
author2 Universität Leipzig, Fakultät für Mathematik und Informatik
author_facet Universität Leipzig, Fakultät für Mathematik und Informatik
Thüne, Mario
author Thüne, Mario
author_sort Thüne, Mario
title Eigenvalues of Matrices and Graphs
title_short Eigenvalues of Matrices and Graphs
title_full Eigenvalues of Matrices and Graphs
title_fullStr Eigenvalues of Matrices and Graphs
title_full_unstemmed Eigenvalues of Matrices and Graphs
title_sort eigenvalues of matrices and graphs
publisher Universitätsbibliothek Leipzig
publishDate 2013
url http://nbn-resolving.de/urn:nbn:de:bsz:15-qucosa-120713
http://nbn-resolving.de/urn:nbn:de:bsz:15-qucosa-120713
http://www.qucosa.de/fileadmin/data/qucosa/documents/12071/DissMTh.pdf
work_keys_str_mv AT thunemario eigenvaluesofmatricesandgraphs
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