The largest eigenvalue of nonnegative tensors

In this thesis we study the methods for finding the largest eigenvalue of tensors. In particular, we study the convergence of the methods and show that the method for rectangular tensors is Q-linear convergence under weak irreducibility condition. We further generalise the method to nonnegative poly...

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Main Author: Ibrahim, Nur Fadhilah
Format: Thesis
Language:English
Published: Curtin University 2013
Online Access:http://hdl.handle.net/20.500.11937/2007
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author Ibrahim, Nur Fadhilah
author_facet Ibrahim, Nur Fadhilah
author_sort Ibrahim, Nur Fadhilah
building Curtin Institutional Repository
collection Online Access
description In this thesis we study the methods for finding the largest eigenvalue of tensors. In particular, we study the convergence of the methods and show that the method for rectangular tensors is Q-linear convergence under weak irreducibility condition. We further generalise the method to nonnegative polynomial eigenvalue problems. We prove that this method is convergent for nonhomogeneous irreducible nonnegative polynomials. Then, we apply this method to solve nonnegative polynomial optimization problems with spherical constraints.
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institution Curtin University Malaysia
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spelling curtin-20.500.11937-20072017-02-20T06:39:12Z The largest eigenvalue of nonnegative tensors Ibrahim, Nur Fadhilah In this thesis we study the methods for finding the largest eigenvalue of tensors. In particular, we study the convergence of the methods and show that the method for rectangular tensors is Q-linear convergence under weak irreducibility condition. We further generalise the method to nonnegative polynomial eigenvalue problems. We prove that this method is convergent for nonhomogeneous irreducible nonnegative polynomials. Then, we apply this method to solve nonnegative polynomial optimization problems with spherical constraints. 2013 Thesis http://hdl.handle.net/20.500.11937/2007 en Curtin University fulltext
spellingShingle Ibrahim, Nur Fadhilah
The largest eigenvalue of nonnegative tensors
title The largest eigenvalue of nonnegative tensors
title_full The largest eigenvalue of nonnegative tensors
title_fullStr The largest eigenvalue of nonnegative tensors
title_full_unstemmed The largest eigenvalue of nonnegative tensors
title_short The largest eigenvalue of nonnegative tensors
title_sort largest eigenvalue of nonnegative tensors
url http://hdl.handle.net/20.500.11937/2007