• DocumentCode
    441912
  • Title

    Reasoning about ceteris paribus preference with constraint hierarchy framework

  • Author

    Zhang, Yong-Gang ; Sun, Ji-gui

  • Author_Institution
    Coll. of Comput. Sci. & Technol., Jilin Univ., Changchun, China
  • Volume
    5
  • fYear
    2005
  • fDate
    18-21 Aug. 2005
  • Firstpage
    2722
  • Abstract
    CP-networks provide a convenient means for expressing preferences in reasoning, but it is not good at handling preferences with hard constraints. The paper proposes a new approach, which transforms the CP-network with hard constraints into one constraint hierarchy, therefore one could process preferences and constraints in a single formalism with fruitful constraint solving algorithms. Furthermore, illustrates it with some examples, proves that the transformation preserves the ceteris paribus property and presents some complexity results. Finally compares it with related work and concludes the paper.
  • Keywords
    computational complexity; constraint handling; inference mechanisms; CP-network; ceteris paribus preference reasoning; constraint hierarchy; constraint solving algorithm; Artificial intelligence; Bayesian methods; Computer science; Computer science education; Educational institutions; Educational technology; Graphical models; Knowledge engineering; Laboratories; Sun; CP-networks; Reasoning; constraint hierarchy; constraint solving;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Machine Learning and Cybernetics, 2005. Proceedings of 2005 International Conference on
  • Conference_Location
    Guangzhou, China
  • Print_ISBN
    0-7803-9091-1
  • Type

    conf

  • DOI
    10.1109/ICMLC.2005.1527405
  • Filename
    1527405