• DocumentCode
    2148716
  • Title

    A novel approach to qualitative prediction

  • Author

    Zhu, Jianjun ; Tan, Shaohua

  • Author_Institution
    Dept. of Intell. Sci., Peking Univ., Beijing, China
  • Volume
    1
  • fYear
    2010
  • fDate
    26-28 Feb. 2010
  • Firstpage
    816
  • Lastpage
    821
  • Abstract
    Qualitative analysis has increasingly become a main analysis tool for handling complex dynamical systems. In qualitative analysis, Qualitative Prediction Problem is one of the central problems of qualitative modeling for a system. At present, qualitative modeling approaches cannot solve effectively this problem because they employ unsuitable manner of qualitative modeling. In this paper, by proposing the notion of ternary qualitative function as qualitative model structure for complex systems and developing a few specific constructive methods to generate such functions directly on the qualitative information available, we build a novel direct qualitative modeling approach. By applying the novel approach to an example, it is illustrated that the approach can be used to solve effectively the Qualitative Prediction Problem.
  • Keywords
    common-sense reasoning; modelling; complex dynamical systems; complex systems; qualitative analysis; qualitative information; qualitative model structure; qualitative modeling; qualitative prediction problem; ternary qualitative function; Algorithm design and analysis; Differential equations; Fuzzy neural networks; Interpolation; Iterative algorithms; Laboratories; Machine intelligence; Predictive models; qualitative modelling; qualitative prediction; ternary qualitative analysis; ternary qualitative function;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer and Automation Engineering (ICCAE), 2010 The 2nd International Conference on
  • Conference_Location
    Singapore
  • Print_ISBN
    978-1-4244-5585-0
  • Electronic_ISBN
    978-1-4244-5586-7
  • Type

    conf

  • DOI
    10.1109/ICCAE.2010.5451216
  • Filename
    5451216