Analysis of direct manipulation in interactive evolutionary computation on fitness landscape

Jong Ha Lee; Sung Bae Cho

doi:10.1109/CEC.2002.1006278

Analysis of direct manipulation in interactive evolutionary computation on fitness landscape

Jong Ha Lee, Sung Bae Cho

Department of Computer Science

Research output: Contribution to conference › Paper › peer-review

14 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 language	English
Pages	460-465
Number of pages	6
DOIs	https://doi.org/10.1109/CEC.2002.1006278
Publication status	Published - 2002
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/Territory	United States
City	Honolulu, HI
Period	02/5/12 → 02/5/17

All Science Journal Classification (ASJC) codes

Software

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10.1109/CEC.2002.1006278

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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.

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T2 - 2002 Congress on Evolutionary Computation, CEC 2002

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Analysis of direct manipulation in interactive evolutionary computation on fitness landscape

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