• DocumentCode
    188517
  • Title

    Utilitarian and Egalitarian Solutions for Multi-objective Constraint Optimization

  • Author

    Schwind, Nicolas ; Okimoto, Takuya ; Konieczny, Sebastien ; Wack, Maxime ; Inoue, Ken

  • Author_Institution
    Transdisciplinary Res. Integration Center, Nat. Inst. of Inf., Tokyo, Japan
  • fYear
    2014
  • fDate
    10-12 Nov. 2014
  • Firstpage
    170
  • Lastpage
    177
  • Abstract
    We address the problem of multi-objective constraint optimization problems (MO-COPs). Solving a MO-COP traditionally consists in computing the set of all Pareto optimal solutions, which is an exponentially large set in the general case. So this causes two main problems: first is the time complexity concern, second is a lack of decisiveness. In this paper, we formalize the notion of a MO-COP operator which associates every MO-COP with a subset of Pareto optimal solutions satisfying some desirable additional properties. Then, we present two specific classes of MO-COP operators that give preference to some subsets of Pareto optimal solutions. These operators correspond to two classical doctrines in Decision Theory: utilitarianism and egalitarianism. They compute solutions much more efficiently than standard operators computing all Pareto optimal solutions. In practice, they return a very few number of solutions even for problems involving a high number of objectives.
  • Keywords
    Pareto optimisation; computational complexity; decision theory; MO-COP; Pareto optimal solutions; decision theory; egalitarian solutions; multiobjective constraint optimization problem; time complexity; utilitarian solution; Constraint optimization; Electronic mail; Pareto optimization; Standards; Syntactics; Vectors; decisiveness; egalitarianism; multi-objective constraint optimization problem; utilitarianism; utopia point;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Tools with Artificial Intelligence (ICTAI), 2014 IEEE 26th International Conference on
  • Conference_Location
    Limassol
  • ISSN
    1082-3409
  • Type

    conf

  • DOI
    10.1109/ICTAI.2014.34
  • Filename
    6984470