Title :
A Fast Way of Calculating Exact Hypervolumes
Author :
While, Lyndon ; Bradstreet, Lucas ; Barone, Luigi
Author_Institution :
Sch. of Comput. Sci. & Software Eng., Univ. of Western Australia, Perth, WA, Australia
Abstract :
We describe a new algorithm WFG for calculating hypervolume exactly. WFG is based on the recently-described observation that the exclusive hypervolume of a point p relative to a set S is equal to the difference between the inclusive hypervolume of p and the hypervolume of S with each point limited by the objective values in p. WFG applies this technique iteratively over a set to calculate its hypervolume. Experiments show that WFG is substantially faster (in five or more objectives) than all previously-described algorithms that calculate hypervolume exactly.
Keywords :
evolutionary computation; optimisation; WFG algorithm; hypervolume; multiobjective optimization; Algorithm design and analysis; Approximation algorithms; Complexity theory; Evolutionary computation; Measurement; Optimization; Sorting; Diversity; evolutionary computation; hypervolume; multiobjective optimization; performance metrics;
Journal_Title :
Evolutionary Computation, IEEE Transactions on
DOI :
10.1109/TEVC.2010.2077298