• DocumentCode
    499045
  • Title

    Inference in QPNS with multiple observations

  • Author

    Li, Xiang-Kun ; Liao, Shi-Zhong

  • Author_Institution
    Sch. of Comput. Sci. & Technol., Tianjin Univ., Tianjin, China
  • Volume
    1
  • fYear
    2009
  • fDate
    12-15 July 2009
  • Firstpage
    221
  • Lastpage
    226
  • Abstract
    The adapted sign-propagation algorithm presented recently by Kouwen for inference with a qualitative probabilistic network has been designed to handle a single observation at a time. Renooij has proposed an adapted algorithm for propagating multiple observations by entering them sequentially and combining the results of the successive propagations, but it still generates unnecessary weakness in multiply connected network. We demonstrate that both approaches are complementary, and propose a new integrated qualitative probabilistic inference algorithm that will provide for stronger results upon inference with multiple observations.
  • Keywords
    common-sense reasoning; probability; QPNS inference; adapted sign-propagation algorithm; integrated qualitative probabilistic inference algorithm; qualitative probabilistic network; Cybernetics; Machine learning; Qualitative probabilistic network; multiple observations; qualitative probabilistic inference; sign-propagation algorithm;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Machine Learning and Cybernetics, 2009 International Conference on
  • Conference_Location
    Baoding
  • Print_ISBN
    978-1-4244-3702-3
  • Electronic_ISBN
    978-1-4244-3703-0
  • Type

    conf

  • DOI
    10.1109/ICMLC.2009.5212521
  • Filename
    5212521