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Sensitivity Analysis Method to Address User Disparities in the Analytic Hierarchy ProcessDecision makers often face complex problems, which can seldom be addressed well without the use of structured analytical models. Mathematical models have been developed to streamline and facilitate decision making activities, and among these, the Analytic Hierarchy Process (AHP) constitutes one of the most utilized multi-criteria decision analysis methods. While AHP has been thoroughly researched and applied, the method still shows limitations in terms of addressing user profile disparities. A novel sensitivity analysis method based on local partial derivatives is presented here to address these limitations. This new methodology informs AHP users of which pairwise comparisons most impact the derived weights and the ranking of alternatives. The method can also be applied to decision processes that require the aggregation of results obtained by several users, as it highlights which individuals most critically impact the aggregated group results while also enabling to focus on inputs that drive the final ordering of alternatives. An aerospace design and engineering example that requires group decision making is presented to demonstrate and validate the proposed methodology.
Document ID
20190025735
Acquisition Source
Langley Research Center
Document Type
Accepted Manuscript (Version with final changes)
Authors
Marie Ivanco
(Langley Research Center Hampton, Virginia, United States)
Gene Hou
(Old Dominion University Norfolk, Virginia, United States)
Jennifer Michaeli
(Old Dominion University Norfolk, Virginia, United States)
Date Acquired
June 7, 2019
Publication Date
August 2, 2017
Publication Information
Publication: Expert Systems with Applications
Publisher: Elsevier
Volume: 90
Issue Publication Date: December 30, 2017
ISSN: 0957-4174
Subject Category
Numerical Analysis
Report/Patent Number
NF1676L-26313
Report Number: NF1676L-26313
ISSN: 0957-4174
Funding Number(s)
WBS: 304029.01.04.04.02.02.03
PROJECT: SCMD-EarthScienceSystem_304029
Distribution Limits
Public
Copyright
Public Use Permitted.
Technical Review
Single Expert
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