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Visualization of EC Landscape to Accelerate EC Conversion and Evaluation of its Effect

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概要 We evaluate how visualization of an evolutionary computation (EC) landscape is effective using a geophysical task. This technique allows us to actively participate in EC optimization by viewing the di...stribution of searching points on 2-D space mapped from an n-D EC landscape, and indicating where in the EC is the possible global optimum. We construct a Visualized GA system that includes self-organizing maps for visualization and compare its performance with that of a normal GA using the geophysical simulation task. Sign tests for the comparisons show that the Visualized GA con-verges significantly faster than the normal EC(p<0.01), which suggests further extensions to enhance user interactivity.続きを見る
目次 1 INTRODUCTION
2 VISUALIZATION OF EC SEARCH LANDSCAPE
3 GEOPHYSICAL OPTIMIZATION TASK
4 EVALUATION OF VISUALIZATION EFFECT USING GEOPHYSICAL TASK
5 DISCUSSION AND FUTURE DIRECTIONS
6 CONCLUSIONS

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登録日 2017.06.08
更新日 2021.10.06