A linear programming approach for the weighted graph matchingproblem

A linear programming (LP) approach is proposed for the weighted graph matching problem. A linear program is obtained by formulating the graph matching problem in L1 norm and then transforming the resulting quadratic optimization problem to a linear one. The linear program is solved using a simplex-b...

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محفوظ في:
التفاصيل البيبلوغرافية
المؤلف الرئيسي: Almohamad, H.A. (author)
مؤلفون آخرون: Duffuaa, S.O. (author), unknown (author)
التنسيق: article
منشور في: 1993
الموضوعات:
الوصول للمادة أونلاين:https://eprints.kfupm.edu.sa/id/eprint/14224/1/14224_1.pdf
https://eprints.kfupm.edu.sa/id/eprint/14224/2/14224_2.doc
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author Almohamad, H.A.
author2 Duffuaa, S.O.
unknown
author2_role author
author
author_facet Almohamad, H.A.
Duffuaa, S.O.
unknown
author_role author
dc.creator.none.fl_str_mv Almohamad, H.A.
Duffuaa, S.O.
unknown
dc.date.none.fl_str_mv 1993-05
2020
dc.format.none.fl_str_mv application/pdf
application/msword
dc.identifier.none.fl_str_mv https://eprints.kfupm.edu.sa/id/eprint/14224/1/14224_1.pdf
https://eprints.kfupm.edu.sa/id/eprint/14224/2/14224_2.doc
(1993) A linear programming approach for the weighted graph matchingproblem. Pattern Analysis and Machine Intelligence, IEEE Transactions on, 15.
dc.language.none.fl_str_mv en
en
dc.publisher.none.fl_str_mv IEEE
dc.relation.none.fl_str_mv https://eprints.kfupm.edu.sa/id/eprint/14224/
dc.rights.*.fl_str_mv info:eu-repo/semantics/openAccess
dc.subject.none.fl_str_mv Computer
dc.title.none.fl_str_mv A linear programming approach for the weighted graph matchingproblem
dc.type.none.fl_str_mv Article
PeerReviewed
info:eu-repo/semantics/publishedVersion
info:eu-repo/semantics/article
description A linear programming (LP) approach is proposed for the weighted graph matching problem. A linear program is obtained by formulating the graph matching problem in L1 norm and then transforming the resulting quadratic optimization problem to a linear one. The linear program is solved using a simplex-based algorithm. Then, approximate 0-1 integer solutions are obtained by applying the Hungarian method on the real solutions of the linear program. The complexity of the proposed algorithm is polynomial time, and it is O(n 6L) for matching graphs of size n. The developed algorithm is compared to two other algorithms. One is based on an eigendecomposition approach and the other on a symmetric polynomial transform. Experimental results showed that the LP approach is superior in matching graphs than both other methods
eu_rights_str_mv openAccess
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identifier_str_mv (1993) A linear programming approach for the weighted graph matchingproblem. Pattern Analysis and Machine Intelligence, IEEE Transactions on, 15.
language_invalid_str_mv en
network_acronym_str KFUPM
network_name_str King Fahd University of Petroleum and Minerals
oai_identifier_str oai::14224
publishDate 1993
publisher.none.fl_str_mv IEEE
repository.mail.fl_str_mv
repository.name.fl_str_mv
repository_id_str
spelling A linear programming approach for the weighted graph matchingproblemAlmohamad, H.A.Duffuaa, S.O.unknownComputerA linear programming (LP) approach is proposed for the weighted graph matching problem. A linear program is obtained by formulating the graph matching problem in L1 norm and then transforming the resulting quadratic optimization problem to a linear one. The linear program is solved using a simplex-based algorithm. Then, approximate 0-1 integer solutions are obtained by applying the Hungarian method on the real solutions of the linear program. The complexity of the proposed algorithm is polynomial time, and it is O(n 6L) for matching graphs of size n. The developed algorithm is compared to two other algorithms. One is based on an eigendecomposition approach and the other on a symmetric polynomial transform. Experimental results showed that the LP approach is superior in matching graphs than both other methodsIEEE1993-052020ArticlePeerReviewedinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfapplication/mswordhttps://eprints.kfupm.edu.sa/id/eprint/14224/1/14224_1.pdfhttps://eprints.kfupm.edu.sa/id/eprint/14224/2/14224_2.doc (1993) A linear programming approach for the weighted graph matchingproblem. Pattern Analysis and Machine Intelligence, IEEE Transactions on, 15. enenhttps://eprints.kfupm.edu.sa/id/eprint/14224/info:eu-repo/semantics/openAccessoai::142242019-11-01T14:04:48Z
spellingShingle A linear programming approach for the weighted graph matchingproblem
Almohamad, H.A.
Computer
status_str publishedVersion
title A linear programming approach for the weighted graph matchingproblem
title_full A linear programming approach for the weighted graph matchingproblem
title_fullStr A linear programming approach for the weighted graph matchingproblem
title_full_unstemmed A linear programming approach for the weighted graph matchingproblem
title_short A linear programming approach for the weighted graph matchingproblem
title_sort A linear programming approach for the weighted graph matchingproblem
topic Computer
url https://eprints.kfupm.edu.sa/id/eprint/14224/1/14224_1.pdf
https://eprints.kfupm.edu.sa/id/eprint/14224/2/14224_2.doc