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.
| Original language | English |
|---|---|
| Article number | 5703124 |
| Pages (from-to) | 424-433 |
| Number of pages | 10 |
| Journal | IEEE Transactions on Evolutionary Computation |
| Volume | 15 |
| Issue number | 3 |
| DOIs | |
| Publication status | Published - 2011 Jun 1 |
| Externally published | Yes |
Keywords
- Collaborative work
- computer interface
- human factors
- interactive computing
- interactive evolutionary computation
ASJC Scopus subject areas
- Software
- Theoretical Computer Science
- Computational Theory and Mathematics
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Cite this
Bush, B. J., & Sayama, H. (2011). Hyperinteractive evolutionary computation. IEEE Transactions on Evolutionary Computation, 15(3), 424-433. [5703124]. https://doi.org/10.1109/TEVC.2010.2096539