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Ordering vs. AHP. Does the intensity used in the decision support techniques compensate?

Authors :
Sáenz-Royo, Carlos
Chiclana, Francisco
Herrera-Viedma, Enrique
Source :
Expert Systems with Applications. Mar2024:Part D, Vol. 238, pN.PAG-N.PAG. 1p.
Publication Year :
2024

Abstract

The manifestation of the intensity in the judgment of one alternative versus another in the peer comparison processes is a central element in some decision support techniques, such as the Analytical Hierarchy Process (AHP). However, its contribution regarding quality (expected performance) with respect to the priority vector has not been evaluated so far. Using the Intentional Bounded Rationality Methodology (IBRM), this work analyzes the gains obtained from requiring the decision-maker to report an intensity judgment in pairs (AHP) with respect to a technique that only requires expressing a preference (Ordering). The results show that when decision-makers have low levels of expertise, it is possible that a less informative and computational cheap technique (Ordering) performs better than a more informative and computational expensive one (AHP). When decision-makers have medium and high levels of expertise, AHP technique obtains modest gains with respect to the Ordering technique. This study proposes a cost-benefit analysis of decision support techniques contrasting the gains of a technique that requires more resources (AHP) against other that require less resources (Ordering). Our results can change the managing approach of the information obtained from experts' judgments. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
09574174
Volume :
238
Database :
Academic Search Index
Journal :
Expert Systems with Applications
Publication Type :
Academic Journal
Accession number :
173706062
Full Text :
https://doi.org/10.1016/j.eswa.2023.121922