Hybrid flower pollination algorithm strategies for t-way test suite generation

The application of meta-heuristic algorithms for t-way testing has recently become prevalent. Consequently, many useful meta-heuristic algorithms have been developed on the basis of the implementation of t-way strategies (where t indicates the interaction strength). Mixed results have been reported...

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Main Authors: Abdullah, Nasser, Kamal Z., Zamli, Alsewari, Abdulrahman A., Ahmed, Bestoun S.
Format: Article
Language:English
Published: Public Library of Science 2018
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Online Access:http://umpir.ump.edu.my/id/eprint/21141/1/Hybrid%20flower%20pollination%20algorithm%20strategies%20for%20t-way%20test%20suite%20generation-fskkp-2018.pdf
http://umpir.ump.edu.my/id/eprint/21141/
https://doi.org/10.1371/journal.pone.0195187
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spelling my.ump.umpir.211412018-05-24T06:30:16Z http://umpir.ump.edu.my/id/eprint/21141/ Hybrid flower pollination algorithm strategies for t-way test suite generation Abdullah, Nasser Kamal Z., Zamli Alsewari, Abdulrahman A. Ahmed, Bestoun S. QA75 Electronic computers. Computer science The application of meta-heuristic algorithms for t-way testing has recently become prevalent. Consequently, many useful meta-heuristic algorithms have been developed on the basis of the implementation of t-way strategies (where t indicates the interaction strength). Mixed results have been reported in the literature to highlight the fact that no single strategy appears to be superior compared with other configurations. The hybridization of two or more algorithms can enhance the overall search capabilities, that is, by compensating the limitation of one algorithm with the strength of others. Thus, hybrid variants of the flower pollination algorithm (FPA) are proposed in the current work. Four hybrid variants of FPA are considered by combining FPA with other algorithmic components. The experimental results demonstrate that FPA hybrids overcome the problems of slow convergence in the original FPA and offers statistically superior performance compared with existing t-way strategies in terms of test suite size. Public Library of Science 2018 Article PeerReviewed application/pdf en cc_by http://umpir.ump.edu.my/id/eprint/21141/1/Hybrid%20flower%20pollination%20algorithm%20strategies%20for%20t-way%20test%20suite%20generation-fskkp-2018.pdf Abdullah, Nasser and Kamal Z., Zamli and Alsewari, Abdulrahman A. and Ahmed, Bestoun S. (2018) Hybrid flower pollination algorithm strategies for t-way test suite generation. PLoS ONE, 13 (5). pp. 1-24. ISSN 1932-6203 https://doi.org/10.1371/journal.pone.0195187 doi: 10.1371/journal.pone.0195187
institution Universiti Malaysia Pahang
building UMP Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Pahang
content_source UMP Institutional Repository
url_provider http://umpir.ump.edu.my/
language English
topic QA75 Electronic computers. Computer science
spellingShingle QA75 Electronic computers. Computer science
Abdullah, Nasser
Kamal Z., Zamli
Alsewari, Abdulrahman A.
Ahmed, Bestoun S.
Hybrid flower pollination algorithm strategies for t-way test suite generation
description The application of meta-heuristic algorithms for t-way testing has recently become prevalent. Consequently, many useful meta-heuristic algorithms have been developed on the basis of the implementation of t-way strategies (where t indicates the interaction strength). Mixed results have been reported in the literature to highlight the fact that no single strategy appears to be superior compared with other configurations. The hybridization of two or more algorithms can enhance the overall search capabilities, that is, by compensating the limitation of one algorithm with the strength of others. Thus, hybrid variants of the flower pollination algorithm (FPA) are proposed in the current work. Four hybrid variants of FPA are considered by combining FPA with other algorithmic components. The experimental results demonstrate that FPA hybrids overcome the problems of slow convergence in the original FPA and offers statistically superior performance compared with existing t-way strategies in terms of test suite size.
format Article
author Abdullah, Nasser
Kamal Z., Zamli
Alsewari, Abdulrahman A.
Ahmed, Bestoun S.
author_facet Abdullah, Nasser
Kamal Z., Zamli
Alsewari, Abdulrahman A.
Ahmed, Bestoun S.
author_sort Abdullah, Nasser
title Hybrid flower pollination algorithm strategies for t-way test suite generation
title_short Hybrid flower pollination algorithm strategies for t-way test suite generation
title_full Hybrid flower pollination algorithm strategies for t-way test suite generation
title_fullStr Hybrid flower pollination algorithm strategies for t-way test suite generation
title_full_unstemmed Hybrid flower pollination algorithm strategies for t-way test suite generation
title_sort hybrid flower pollination algorithm strategies for t-way test suite generation
publisher Public Library of Science
publishDate 2018
url http://umpir.ump.edu.my/id/eprint/21141/1/Hybrid%20flower%20pollination%20algorithm%20strategies%20for%20t-way%20test%20suite%20generation-fskkp-2018.pdf
http://umpir.ump.edu.my/id/eprint/21141/
https://doi.org/10.1371/journal.pone.0195187
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score 13.159267