Visualization of EC landscape to accelerate EC conversion and evaluation of its effect

作者: F. Boschetti , H. Takagi

DOI: 10.1109/CEC.2001.934283

关键词: Evolutionary computationMachine learningArtificial intelligenceComputer scienceData visualizationSystem testingVisualizationSelf-organizing mapAlgorithm

摘要: 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 distribution searching points on 2D space mapped from n-D landscape, and indicating where possible global optimum. construct Visualized GA system that includes self-organizing maps for compare its performance with normal simulation Sign tests comparisons show converges significantly faster than (p<0.01), which suggests further extensions enhance user interactivity.

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