Title :
The evaluation line: A posteriori preference articulation approach
Author :
Vergidis, Theodoros ; Vergidis, Kostas ; Tiwari, Ashutosh
Author_Institution :
Coll. Educ., Kavala
Abstract :
This paper presents the concept of the evaluation line - a posteriori preference articulation approach for evaluating Pareto-optimal solutions using high level preference criteria. The evaluation line is an approach based on analytical geometry. It is sketched using a weighted function that prioritizes the different objectives by assigning unique weights. It then evaluates each Pareto-optimal solution based on its point-line distance from the line. Based on its function, the evaluation line leans appropriately to demonstrate preference towards one or more objectives and its function is extended to the n-objective space. The evaluation line is compared with the classical weighted sum approach. The comparison demonstrates the relativity of the two approaches but also highlights the strength of the evaluation line in the cases of non convex Pareto-optimal fronts.
Keywords :
Pareto optimisation; evolutionary computation; Pareto-optimal solutions; a posteriori preference articulation approach; evaluation line; n-objective space; nonconvex Pareto-optimal fronts; Evolutionary computation;
Conference_Titel :
Evolutionary Computation, 2008. CEC 2008. (IEEE World Congress on Computational Intelligence). IEEE Congress on
Conference_Location :
Hong Kong
Print_ISBN :
978-1-4244-1822-0
Electronic_ISBN :
978-1-4244-1823-7
DOI :
10.1109/CEC.2008.4631160