TY - JOUR
T1 - Hyperinteractive evolutionary computation
AU - Bush, Benjamin James
AU - Sayama, Hiroki
N1 - Funding Information:
Manuscript received May 18, 2010; revised September 3, 2010; accepted November 12, 2010. Date of publication January 28, 2011; date of current version June 24, 2011. This work was supported in part by the National Science Foundation, under Grants SES-0826711 and DUE-0737313.
PY - 2011/6
Y1 - 2011/6
N2 - 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.
AB - 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.
KW - Collaborative work
KW - computer interface
KW - human factors
KW - interactive computing
KW - interactive evolutionary computation
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U2 - 10.1109/TEVC.2010.2096539
DO - 10.1109/TEVC.2010.2096539
M3 - Article
AN - SCOPUS:79959735060
VL - 15
SP - 424
EP - 433
JO - IEEE Transactions on Evolutionary Computation
JF - IEEE Transactions on Evolutionary Computation
SN - 1089-778X
IS - 3
M1 - 5703124
ER -