DocumentCode :
1437091
Title :
Hyperinteractive Evolutionary Computation
Author :
Bush, Benjamin James ; Sayama, Hiroki
Author_Institution :
SUNY - Binghamton Univ., Binghamton, NY, USA
Volume :
15
Issue :
3
fYear :
2011
fDate :
6/1/2011 12:00:00 AM
Firstpage :
424
Lastpage :
433
Abstract :
We propose hyperinteractive evolutionary computation (HIEC), a class of IEC in which the user actively chooses when and how each evolutionary operator is applied. To evaluate the benefits of HIEC, we conducted three human-subject experiments. The first two experiments showed that HIEC is associated with a more positive user experience and produced higher quality designs. The third experiment demonstrates the potential of HIEC as a research tool with which one can record the evolutionary actions taken by human users. Implications, limitations, and future directions of research are discussed.
Keywords :
evolutionary computation; evolutionary action; evolutionary operator; hyperinteractive evolutionary computation; user experience; Chemistry; Computers; Evolutionary computation; Fatigue; Humans; IEC; Kinetic theory; Collaborative work; computer interface; human factors; interactive computing; interactive evolutionary computation;
fLanguage :
English
Journal_Title :
Evolutionary Computation, IEEE Transactions on
Publisher :
ieee
ISSN :
1089-778X
Type :
jour
DOI :
10.1109/TEVC.2010.2096539
Filename :
5703124
Link To Document :
بازگشت