Abstract
Interactive evolutionary computation (IEC), which takes a user's evaluation as a fitness function, performs poorly for local search due to the limitation of population size and generation length. To solve this, the direct manipulation (DM) method, well known in HCI, of evolution for IEC has been proposed. It allows the user to manipulate individuals directly, instead of using evolutionary operators as an interface to each individual. In this paper, we analyze the usefulness of DM with a fitness landscape and N-K model. We have applied the DM concept to a fashion design system based on IEC, and analyzed the results with the concept of fitness landscape and Boolean hypercube.
| Original language | English |
|---|---|
| Pages | 460-465 |
| Number of pages | 6 |
| DOIs | |
| Publication status | Published - 2002 Jan 1 |
| Event | 2002 Congress on Evolutionary Computation, CEC 2002 - Honolulu, HI, United States Duration: 2002 May 12 → 2002 May 17 |
Other
| Other | 2002 Congress on Evolutionary Computation, CEC 2002 |
|---|---|
| Country | United States |
| City | Honolulu, HI |
| Period | 02/5/12 → 02/5/17 |
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All Science Journal Classification (ASJC) codes
- Software
Cite this
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Analysis of direct manipulation in interactive evolutionary computation on fitness landscape. / Lee, Jong Ha; Cho, Sung Bae.
2002. 460-465 Paper presented at 2002 Congress on Evolutionary Computation, CEC 2002, Honolulu, HI, United States.Research output: Contribution to conference › Paper
TY - CONF
T1 - Analysis of direct manipulation in interactive evolutionary computation on fitness landscape
AU - Lee, Jong Ha
AU - Cho, Sung Bae
PY - 2002/1/1
Y1 - 2002/1/1
N2 - Interactive evolutionary computation (IEC), which takes a user's evaluation as a fitness function, performs poorly for local search due to the limitation of population size and generation length. To solve this, the direct manipulation (DM) method, well known in HCI, of evolution for IEC has been proposed. It allows the user to manipulate individuals directly, instead of using evolutionary operators as an interface to each individual. In this paper, we analyze the usefulness of DM with a fitness landscape and N-K model. We have applied the DM concept to a fashion design system based on IEC, and analyzed the results with the concept of fitness landscape and Boolean hypercube.
AB - Interactive evolutionary computation (IEC), which takes a user's evaluation as a fitness function, performs poorly for local search due to the limitation of population size and generation length. To solve this, the direct manipulation (DM) method, well known in HCI, of evolution for IEC has been proposed. It allows the user to manipulate individuals directly, instead of using evolutionary operators as an interface to each individual. In this paper, we analyze the usefulness of DM with a fitness landscape and N-K model. We have applied the DM concept to a fashion design system based on IEC, and analyzed the results with the concept of fitness landscape and Boolean hypercube.
UR - http://www.scopus.com/inward/record.url?scp=4444245571&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=4444245571&partnerID=8YFLogxK
U2 - 10.1109/CEC.2002.1006278
DO - 10.1109/CEC.2002.1006278
M3 - Paper
AN - SCOPUS:4444245571
SP - 460
EP - 465
ER -