• DocumentCode
    1652921
  • Title

    Analysis of direct manipulation in interactive evolutionary computation on fitness landscape

  • Author

    Lee, Jong-Ha ; Cho, Sung-Bae

  • Author_Institution
    Dept. of Comput. Sci., Yonsei Univ., Seoul, South Korea
  • Volume
    1
  • fYear
    2002
  • Firstpage
    460
  • Lastpage
    465
  • Abstract
    Interactive evolutionary computation (IEC), which takes a user´s evaluation as a fitness function, performs poorly for local search due to the limitation of population size and generation length. To solve this, the direct manipulation (DM) method, well known in HCI, of evolution for IEC has been proposed. It allows the user to manipulate individuals directly, instead of using evolutionary operators as an interface to each individual. In this paper, we analyze the usefulness of DM with a fitness landscape and N-K model. We have applied the DM concept to a fashion design system based on IEC, and analyzed the results with the concept of fitness landscape and Boolean hypercube
  • Keywords
    CAD; genetic algorithms; humanities; search problems; user interfaces; Boolean hypercube; N-K model; direct manipulation method; fashion design system; fitness function; fitness landscape; generation length; interactive evolutionary computation; local search; population size; user evaluation; Computer science; Delta modulation; Electronic mail; Evolutionary computation; Heuristic algorithms; Human computer interaction; Hypercubes; IEC; Performance analysis; Power system modeling;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Evolutionary Computation, 2002. CEC '02. Proceedings of the 2002 Congress on
  • Conference_Location
    Honolulu, HI
  • Print_ISBN
    0-7803-7282-4
  • Type

    conf

  • DOI
    10.1109/CEC.2002.1006278
  • Filename
    1006278