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
Link To Document