Better GP benchmarks: community survey results and proposals

Better GP benchmarks: community survey results and proposals
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DOI:
10.1007/s10710-012-9177-2
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发表时间:
2013-03-01
影响因子:
2.6
通讯作者:
Luke, Sean
Luke, Sean
中科院分区:
计算机科学3区
文献类型:
--
作者:
White, David R.;McDermott, James;Luke, Sean

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我们提出了关于遗传编程基准实践的社区调查结果。分析表明,广泛的共识,需要改进的问题选择和实验的严谨性。虽然调查中表达的意见劝阻我们提出一个大规模的基准套件,我们发现社区支持创建一个“黑名单”的问题,这些问题是常用的,但有重要的缺陷,因此应该阻止使用。我们提出了一组可能的替换问题。
We present the results of a community survey regarding genetic programming benchmark practices. Analysis shows broad consensus that improvement is needed in problem selection and experimental rigor. While views expressed in the survey dissuade us from proposing a large-scale benchmark suite, we find community support for creating a "blacklist" of problems which are in common use but have important flaws, and whose use should therefore be discouraged. We propose a set of possible replacement problems.