Constructing a Pareto front approximation for decision making

Constructing a Pareto front approximation for decision making

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Article ID: iaor20113748
Volume: 73
Issue: 2
Start Page Number: 209
End Page Number: 234
Publication Date: Apr 2011
Journal: Mathematical Methods of Operations Research
Authors: , ,
Keywords: pareto-optimality
Abstract:

An approach to constructing a Pareto front approximation to computationally expensive multiobjective optimization problems is developed. The approximation is constructed as a sub‐complex of a Delaunay triangulation of a finite set of Pareto optimal outcomes to the problem. The approach is based on the concept of inherent nondominance. Rules for checking the inherent nondominance of complexes are developed and applying the rules is demonstrated with examples. The quality of the approximation is quantified with error estimates. Due to its properties, the Pareto front approximation works as a surrogate to the original problem for decision making with interactive methods.

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