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Selecting the individual numerical scale and prioritization method in the analytic hierarchy process : a 2-tuple fuzzy linguistic approach
journal contribution
posted on 2011-02-01, 00:00 authored by Y Dong, W C Hong, Y Xu, Shui YuThe validity of the priority vector used in the analytic hierarchy process (AHP) relies on two factors: the selection of a numerical scale and the selection of a prioritization method. The traditional AHP selects only one numerical scale (e.g., the Saaty scale) and one prioritization method (e.g., the eigenvector method) for each particular problem. For this traditional selection approach, there is disagreement on which numerical scale and prioritization method is better in deriving a priority vector. In fact, the best numerical scale and the best prioritization method both rely on the content of the pairwise comparison data provided by the AHP decision makers. By defining a set of concepts regarding the scale function and the linguistic pairwise comparison matrices (LPCMs) of the priority vector and by using LPCMs to unify the format of the input and output of AHP, this paper extends the AHP prioritization process under the 2-tuple fuzzy linguistic model. Based on the extended AHP prioritization process, we present two performance measure criteria to evaluate the effect of the numerical scales and prioritization methods. We also use the performance measure criteria to develop a 2-tuple fuzzy linguistic multicriteria approach to select the best numerical scales and the best prioritization methods for different LPCMs. In this paper, we call this type of selection the individual selection of the numerical scale and prioritization method. We also compare this individual selection with traditional selection by using both random and real data and show better results with individual selection.
History
Journal
IEEE transactions on fuzzy systemsVolume
19Issue
1Pagination
13 - 25Publisher
IEEELocation
Piscataway, N. J.Publisher DOI
ISSN
1063-6706eISSN
1941-0034Language
engPublication classification
C1 Refereed article in a scholarly journalCopyright notice
2011, IEEEUsage metrics
Keywords
analytic hierarchy process (AHP)individual selectionnumerical scaleprioritization method2-tuple fuzzy linguistic modelScience & TechnologyTechnologyComputer Science, Artificial IntelligenceEngineering, Electrical & ElectronicComputer ScienceEngineeringGROUP DECISION-MAKINGREPRESENTATION MODELPREFERENCE RELATIONSTYPE-2 FUZZISTICSCONSENSUS MODELWEIGHTSSYSTEMAHPINFORMATIONPERFORMANCEArtificial Intelligence and Image Processing