Statistical analyses on time complexity and rank consistency between singular value decomposition and the duality approach in AHP: A case study of faculty member selection
In faculty member selection, the large number of candidates is often a great challenge to the selection committee. A large number of candidates requires a large number of pairwise comparison matrices which leads to considerable time to obtain the final ranking of candidates. To determine a suitable...
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| Format: | Article |
| Language: | English |
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PERGAMON-ELSEVIER SCIENCE LTD, THE BOULEVARD
2007
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| Online Access: | http://shdl.mmu.edu.my/2999/ http://shdl.mmu.edu.my/2999/1/1024.pdf |
| _version_ | 1848790206197530624 |
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| author | MAMAT, N DANIEL, J |
| author_facet | MAMAT, N DANIEL, J |
| author_sort | MAMAT, N |
| building | MMU Institutional Repository |
| collection | Online Access |
| description | In faculty member selection, the large number of candidates is often a great challenge to the selection committee. A large number of candidates requires a large number of pairwise comparison matrices which leads to considerable time to obtain the final ranking of candidates. To determine a suitable approach we compared the singular value decomposition (SVD) and the duality approach in. AHP for the average time taken to obtain a final ranking of candidates and compared them for their rank consistency. Simulation results showed that SVD is three times faster than the duality approach in AHP. A linear regression study and a two-way ANOVA study of the two approaches are presented. (C) 2007 Elsevier Ltd. All rights reserved. |
| first_indexed | 2025-11-14T18:08:56Z |
| format | Article |
| id | mmu-2999 |
| institution | Multimedia University |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-14T18:08:56Z |
| publishDate | 2007 |
| publisher | PERGAMON-ELSEVIER SCIENCE LTD, THE BOULEVARD |
| recordtype | eprints |
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| spelling | mmu-29992014-02-18T02:28:07Z http://shdl.mmu.edu.my/2999/ Statistical analyses on time complexity and rank consistency between singular value decomposition and the duality approach in AHP: A case study of faculty member selection MAMAT, N DANIEL, J T Technology (General) QA75.5-76.95 Electronic computers. Computer science In faculty member selection, the large number of candidates is often a great challenge to the selection committee. A large number of candidates requires a large number of pairwise comparison matrices which leads to considerable time to obtain the final ranking of candidates. To determine a suitable approach we compared the singular value decomposition (SVD) and the duality approach in. AHP for the average time taken to obtain a final ranking of candidates and compared them for their rank consistency. Simulation results showed that SVD is three times faster than the duality approach in AHP. A linear regression study and a two-way ANOVA study of the two approaches are presented. (C) 2007 Elsevier Ltd. All rights reserved. PERGAMON-ELSEVIER SCIENCE LTD, THE BOULEVARD 2007-10 Article NonPeerReviewed text en http://shdl.mmu.edu.my/2999/1/1024.pdf MAMAT, N and DANIEL, J (2007) Statistical analyses on time complexity and rank consistency between singular value decomposition and the duality approach in AHP: A case study of faculty member selection. Mathematical and Computer Modelling, 46 (7-8). pp. 1099-1106. ISSN 08957177 http://dx.doi.org/10.1016/j.mcm.2007.03.025 doi:10.1016/j.mcm.2007.03.025 doi:10.1016/j.mcm.2007.03.025 |
| spellingShingle | T Technology (General) QA75.5-76.95 Electronic computers. Computer science MAMAT, N DANIEL, J Statistical analyses on time complexity and rank consistency between singular value decomposition and the duality approach in AHP: A case study of faculty member selection |
| title | Statistical analyses on time complexity and rank consistency between singular value decomposition and the duality approach in AHP: A case study of faculty member selection |
| title_full | Statistical analyses on time complexity and rank consistency between singular value decomposition and the duality approach in AHP: A case study of faculty member selection |
| title_fullStr | Statistical analyses on time complexity and rank consistency between singular value decomposition and the duality approach in AHP: A case study of faculty member selection |
| title_full_unstemmed | Statistical analyses on time complexity and rank consistency between singular value decomposition and the duality approach in AHP: A case study of faculty member selection |
| title_short | Statistical analyses on time complexity and rank consistency between singular value decomposition and the duality approach in AHP: A case study of faculty member selection |
| title_sort | statistical analyses on time complexity and rank consistency between singular value decomposition and the duality approach in ahp: a case study of faculty member selection |
| topic | T Technology (General) QA75.5-76.95 Electronic computers. Computer science |
| url | http://shdl.mmu.edu.my/2999/ http://shdl.mmu.edu.my/2999/ http://shdl.mmu.edu.my/2999/ http://shdl.mmu.edu.my/2999/1/1024.pdf |