Visualized IEC: Interactive evolutionary computation with multidimensional data visualization

N. Hayashida, Hideyuki Takagi

研究成果: 著書/レポートタイプへの貢献会議での発言

28 引用 (Scopus)

抄録

We propose Visualized IEC as an interactive evolutionary computation (IEC) with visualizing individuals in a multidimensional searching space in a 2D space. This visualization helps us envision the landscape of an n-D searching space; so that it is easier for us to join an EC search, by indicating the possible global optimum estimated in the 2D mapped space. We experimentally evaluate the effect of visualization using a benchmark function. We use self-organizing maps for this projection of individuals onto a 2D space. The experimental result shows that the convergence speed of the GA with human search on the visualized space is at least five times faster than a conventional GA.

元の言語英語
ホスト出版物のタイトルIECON Proceedings (Industrial Electronics Conference)
出版者IEEE Computer Society
ページ2738-2743
ページ数6
DOI
出版物ステータス出版済み - 1 1 2000

出版物シリーズ

名前IECON Proceedings (Industrial Electronics Conference)
1

Fingerprint

Data visualization
Evolutionary algorithms
Visualization
Self organizing maps

All Science Journal Classification (ASJC) codes

  • Control and Systems Engineering
  • Electrical and Electronic Engineering

これを引用

Hayashida, N., & Takagi, H. (2000). Visualized IEC: Interactive evolutionary computation with multidimensional data visualization. : IECON Proceedings (Industrial Electronics Conference) (pp. 2738-2743). [972431] (IECON Proceedings (Industrial Electronics Conference); 巻数 1). IEEE Computer Society. https://doi.org/10.1109/IECON.2000.972431

Visualized IEC : Interactive evolutionary computation with multidimensional data visualization. / Hayashida, N.; Takagi, Hideyuki.

IECON Proceedings (Industrial Electronics Conference). IEEE Computer Society, 2000. p. 2738-2743 972431 (IECON Proceedings (Industrial Electronics Conference); 巻 1).

研究成果: 著書/レポートタイプへの貢献会議での発言

Hayashida, N & Takagi, H 2000, Visualized IEC: Interactive evolutionary computation with multidimensional data visualization. : IECON Proceedings (Industrial Electronics Conference)., 972431, IECON Proceedings (Industrial Electronics Conference), 巻. 1, IEEE Computer Society, pp. 2738-2743. https://doi.org/10.1109/IECON.2000.972431
Hayashida N, Takagi H. Visualized IEC: Interactive evolutionary computation with multidimensional data visualization. : IECON Proceedings (Industrial Electronics Conference). IEEE Computer Society. 2000. p. 2738-2743. 972431. (IECON Proceedings (Industrial Electronics Conference)). https://doi.org/10.1109/IECON.2000.972431
Hayashida, N. ; Takagi, Hideyuki. / Visualized IEC : Interactive evolutionary computation with multidimensional data visualization. IECON Proceedings (Industrial Electronics Conference). IEEE Computer Society, 2000. pp. 2738-2743 (IECON Proceedings (Industrial Electronics Conference)).
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