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