• DocumentCode
    534916
  • Title

    Cooperative discrete differential evolution algorithms for triangulation of bayesian networks

  • Author

    Dong, Xuchu ; Zhang, Yonggang ; Ouyang, Dantong ; Yu, Haihong ; Ye, Yuxin

  • Author_Institution
    Dept. of Comput. Sci. & Technol., Jilin Univ., Changchun, China
  • Volume
    1
  • fYear
    2010
  • fDate
    13-14 Sept. 2010
  • Firstpage
    281
  • Lastpage
    284
  • Abstract
    In this paper, for solving the problem of triangulating Bayesian networks, we propose a discrete differential evolution framework incorporating cooperative coevolution mechanism, and provide three schemes to group variables. The cooperative discrete differential evolution algorithms using these grouping schemes show much better performance than existing swarm intelligence methods in experiments on representative benchmarks.
  • Keywords
    belief networks; cooperative systems; problem solving; Bayesian networks; cooperative discrete differential evolution algorithms; problem solving; triangulation; Bayesian methods; Computer science; Ethics; Inference algorithms; Junctions; Particle swarm optimization; Silicon; Bayesian network; cooperative coevolution; differential evolution; grouping scheme;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computational Intelligence and Natural Computing Proceedings (CINC), 2010 Second International Conference on
  • Conference_Location
    Wuhan
  • Print_ISBN
    978-1-4244-7705-0
  • Type

    conf

  • DOI
    10.1109/CINC.2010.5643840
  • Filename
    5643840