动态多目标优化的性能度量问题

2013 IEEE Symposium on Computational Intelligence in Dynamic and Uncertain Environments (CIDUE) Pub Date : 2013-04-16 DOI:10.1109/CIDUE.2013.6595767

Mardé Helbig, A. Engelbrecht

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引用次数: 33

摘要

近年来提出了许多求解动态多目标优化问题的算法。然而，动态多目标优化领域的一个主要问题是缺乏标准的性能度量来量化算法找到的解决方案的质量。此外，绩效指标的选择可能会导致误导性的结果。本文强调了在比较动态多目标优化算法与当前在该领域使用的性能指标时可能导致误导性结果的问题。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

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Issues with performance measures for dynamic multi-objective optimisation

In recent years a number of algorithms were proposed to solve dynamic multi-objective optimisation problems. However, a major problem in the field of dynamic multi-objective optimisation is a lack of standard performance measures to quantify the quality of solutions found by an algorithm. In addition, the selection of performance measures may lead to misleading results. This paper highlights issues that may cause misleading results when comparing dynamic multi-objective optimisation algorithms with performance measures that are currently used in the field.

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2013 IEEE Symposium on Computational Intelligence in Dynamic and Uncertain Environments (CIDUE)

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