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A Visualization Technique for Accessing Solution Pool in Interactive Methods of Multiobjective Optimization

机译:多目标优化交互方法中访问解决方案池的可视化技术

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摘要

Interactive methods of multiobjective optimization repetitively derivePareto optimal solutions based on decision maker’s preference information and presentthe obtained solutions for his/her consideration. Some interactive methods save theobtained solutions into a solution pool and, at each iteration, allow the decisionmaker considering any of solutions obtained earlier. This feature contributes to theflexibility of exploring the Pareto optimal set and learning about the optimizationproblem. However, in the case of many objective functions, the accumulation ofderived solutions makes accessing the solution pool cognitively difficult for the decisionmaker. We propose to enhance interactive methods with visualization of the setof solution outcomes using dimensionality reduction and interactive mechanisms forexploration of the solution pool. We describe a proposed visualization technique anddemonstrate its usage with an example problem solved using the interactive methodNIMBUS.
机译:多目标优化的交互式方法根据决策者的偏好信息反复推导帕累托最优解,并提供所获得的解供他/她考虑。一些交互方法将获得的解决方案保存到解决方案池中,并且在每次迭代时,决策者都可以考虑先前获得的任何解决方案。此功能有助于探索Pareto最优集合和了解优化问题的灵活性。但是,在许多目标函数的情况下,派生解的累积使决策者在认知上难以访问解库。我们建议使用降维和用于解决方案池探索的交互式机制,以可视化的解决方案结果集来增强交互式方法。我们描述了一种建议的可视化技术,并通过使用交互式方法NIMBUS解决的示例问题演示了其用法。

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