Analysis of direct manipulation in interactive evolutionary computation on fitness landscape

Jong Ha Lee, Sung Bae Cho

Research output: Contribution to conferencePaper

13 Citations (Scopus)

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 languageEnglish
Pages460-465
Number of pages6
DOIs
Publication statusPublished - 2002 Jan 1
Event2002 Congress on Evolutionary Computation, CEC 2002 - Honolulu, HI, United States
Duration: 2002 May 122002 May 17

Other

Other2002 Congress on Evolutionary Computation, CEC 2002
CountryUnited States
CityHonolulu, HI
Period02/5/1202/5/17

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Evolutionary algorithms
Human computer interaction

All Science Journal Classification (ASJC) codes

  • Software

Cite this

Lee, J. H., & Cho, S. B. (2002). Analysis of direct manipulation in interactive evolutionary computation on fitness landscape. 460-465. Paper presented at 2002 Congress on Evolutionary Computation, CEC 2002, Honolulu, HI, United States. https://doi.org/10.1109/CEC.2002.1006278
Lee, Jong Ha ; Cho, Sung Bae. / Analysis of direct manipulation in interactive evolutionary computation on fitness landscape. Paper presented at 2002 Congress on Evolutionary Computation, CEC 2002, Honolulu, HI, United States.6 p.
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Lee, JH & Cho, SB 2002, 'Analysis of direct manipulation in interactive evolutionary computation on fitness landscape', Paper presented at 2002 Congress on Evolutionary Computation, CEC 2002, Honolulu, HI, United States, 02/5/12 - 02/5/17 pp. 460-465. https://doi.org/10.1109/CEC.2002.1006278

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 conferencePaper

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Lee JH, Cho SB. Analysis of direct manipulation in interactive evolutionary computation on fitness landscape. 2002. Paper presented at 2002 Congress on Evolutionary Computation, CEC 2002, Honolulu, HI, United States. https://doi.org/10.1109/CEC.2002.1006278