• DocumentCode
    1515763
  • 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
  • Volume
    16
  • Issue
    1
  • fYear
    2012
  • Firstpage
    86
  • Lastpage
    95
  • 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;
  • fLanguage
    English
  • Journal_Title
    Evolutionary Computation, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1089-778X
  • Type

    jour

  • DOI
    10.1109/TEVC.2010.2077298
  • Filename
    5766730