• DocumentCode
    1637295
  • Title

    Discrete fitness values for improving the human interface in an interactive GA

  • Author

    Takagi, Hideyuki ; Ohya, Kimilto

  • Author_Institution
    Dept. of Acoust. Design, Kyushu Inst. of Design, Fukuoka, Japan
  • fYear
    1996
  • Firstpage
    109
  • Lastpage
    112
  • Abstract
    Proposes two methods of inputting fitness values that reduce the psychological burden of interactive genetic algorithm (GA) operators. The first proposal is an input method that allows discrete fitness values which require less attention from operators in scoring slightly different individuals. The second proposal is an input method that allows both discrete and continuous fitness values. These proposed methods are evaluated using two subjective tests for the task of drawing a face. The results of the subjective tests show that: (1) the first method is significantly better than the method which forces operators to input only continuous fitness values (P<0.01), and (2) the second method is significantly better than the first method (p<0.01)
  • Keywords
    genetic algorithms; human factors; interactive systems; psychology; user interfaces; continuous fitness values; discrete fitness value input methods; face drawing; human interface; interactive genetic algorithm; operator psychological burden; scoring; subjective tests; Application software; Computer graphics; Design optimization; Displays; Face; Genetics; Humans; Proposals; Psychology; Testing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Evolutionary Computation, 1996., Proceedings of IEEE International Conference on
  • Conference_Location
    Nagoya
  • Print_ISBN
    0-7803-2902-3
  • Type

    conf

  • DOI
    10.1109/ICEC.1996.542343
  • Filename
    542343