Potential Nondominance in Multi-Criteria Decision Analysis
-
Published:2022-11-19
Issue:
Volume:
Page:1-22
-
ISSN:0219-6220
-
Container-title:International Journal of Information Technology & Decision Making
-
language:en
-
Short-container-title:Int. J. Info. Tech. Dec. Mak.
Author:
Podinovski Vladislav1,
Nelyubin Andrey2
Affiliation:
1. National Research University Higher School of Economics, Moscow 101000, Russian Federation
2. Institute of Machines Science of the RAS, Moscow 101990, Russian Federation
Abstract
In this paper, we consider multi-criteria decision-making problems of selecting the best decision alternative in which the preferences of the decision maker are given in the form of quasi-orders. If the decision maker’s preferences are modeled by a family of complete quasi-orders (in particular, by a parametric family of additive value functions) then a common approach to solving such problems is based on the notion of potential optimality. In this paper, we consider the case in which the decision maker’s preferences are modeled by a family of incomplete quasi-orders. We suggest a new approach to selecting decision alternatives by introducing the notion of potential nondominated alternatives. Such alternatives can be regarded as candidates for the best alternative. We investigate properties of the sets of potential nondominated alternatives and, for the case of a parametric family of partial quasi-orders, we develop a method of their identification. Our development is illustrated by numerical examples.
Publisher
World Scientific Pub Co Pte Ltd
Subject
Computer Science (miscellaneous),Computer Science (miscellaneous)