TY - JOUR
T1 - Convex cone-based partial order for multiple criteria alternatives
AU - Dehnokhalaji, Akram
AU - Korhonen, Pekka J.
AU - Köksalan, Murat
AU - Nasrabadi, Nasim
AU - Wallenius, Jyrki
PY - 2011/5/1
Y1 - 2011/5/1
N2 - In this paper, we consider the problem of finding a preference-based strict partial order for a finite set of multiple criteria alternatives. We develop an approach based on information provided by the decision maker in the form of pairwise comparisons. We assume that the decision maker's value function is not explicitly known, but it has a quasi-concave form. Based on this assumption, we construct convex cones providing additional preference information to partially order the set of alternatives. We also extend the information obtained from the quasi-concavity of the value function to derive heuristic information that enriches the strict partial order. This approach can as such be used to partially rank multiple criteria alternatives and as a supplementary method to incorporate preference information in, e.g. Data Envelopment Analysis and Evolutionary Multi-Objective Optimization.
AB - In this paper, we consider the problem of finding a preference-based strict partial order for a finite set of multiple criteria alternatives. We develop an approach based on information provided by the decision maker in the form of pairwise comparisons. We assume that the decision maker's value function is not explicitly known, but it has a quasi-concave form. Based on this assumption, we construct convex cones providing additional preference information to partially order the set of alternatives. We also extend the information obtained from the quasi-concavity of the value function to derive heuristic information that enriches the strict partial order. This approach can as such be used to partially rank multiple criteria alternatives and as a supplementary method to incorporate preference information in, e.g. Data Envelopment Analysis and Evolutionary Multi-Objective Optimization.
UR - https://linkinghub.elsevier.com/retrieve/pii/S0167923610002009
U2 - 10.1016/j.dss.2010.11.019
DO - 10.1016/j.dss.2010.11.019
M3 - Article
SN - 0167-9236
VL - 51
SP - 256
EP - 261
JO - Decision Support Systems
JF - Decision Support Systems
IS - 2
ER -