Archives-holding XCS Classifier System: A preliminary study

机译：档案保管XCS分类器系统：初步研究

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In dynamic environment, Learning Classifier System (LCS) evolves classifiers to fit the current situation, but may forget classifiers which were useful for previous situations. Our main idea is that, we store the forgotten classifiers as archives and generate new classifiers by recombining them to fit the current situation. Specifically, we propose an archive-based LCS called Arc-XCS, which detects environmental changes and generates classifiers based on the archive. The experimental results on the benchmark problem show that, Arc-XCS successfully stored good classifiers when each environmental changes occurs; compared to the conventional LCS (XCS), Arc-XCS reaches better performances with fewer trainings.

机译：在动态环境中，学习分类器系统（LCS）会根据当前情况发展分类器，但可能会忘记对以前的情况有用的分类器。我们的主要思想是，将被遗忘的分类器存储为档案，并通过重组它们以适应当前情况来生成新的分类器。具体来说，我们提出了一个基于存档的LCS（称为Arc-XCS），它可以检测环境变化并基于存档生成分类器。针对基准问题的实验结果表明，当每次环境变化发生时，Arc-XCS都能成功存储良好的分类器。与传统的LCS（XCS）相比，Arc-XCS只需较少的培训即可达到更好的性能。

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《World Congress on Nature and Biologically Inspired Computing》|2014年|53-58|共6页
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Komine Takahiro; Nakata Masaya; Takadama Keiki;
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Sociology; Statistics; dynamicenvironment; generalization; geneticalgorithm; learningclassifiersystem; reinforcementlearning; single-stepproblem;

机译：社会学;统计;动态环境;归纳;遗传算法;学习分类系统;强化学习;单步问题;

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专利

1. Evolving optimum populations with XCS classifier systems: XCS with code fragmented action [J] . Iqbal M., Browne W.N., Zhang M. Soft computing: A fusion of foundations, methodologies and applications . 2013,第3期

机译：使用XCS分类器系统不断发展的最佳群体：具有代码分段操作的XCS
2. Improving genetic search in XCS-based classifier systems through understanding the evolvability of classifier rules [J] . Iqbal Muhammad, Browne Will N., Zhang Mengjie Soft computing: A fusion of foundations, methodologies and applications . 2015,第7期

机译：通过了解分类器规则的可改进性，改进基于XCS的分类器系统中的遗传搜索
3. A brief history of learning classifier systems: from CS-1 to XCS and its variants [J] . Larry Bull Evolutionary Intelligence . 2015,第2a3期

机译：学习分类器系统的简要历史：从CS-1到XCS及其变体
4. Archives-holding XCS Classifier System: A preliminary study [C] . Komine Takahiro, Nakata Masaya, Takadama Keiki World Congress on Nature and Biologically Inspired Computing . 2014

机译：归档XCS分类器系统：初步研究
5. Empirical studies of default hierarchies and sequences of rules in learning classifier systems. [D] . Riolo, Rick L. 1988

机译：对学习分类器系统中默认层次结构和规则序列的实证研究。
6. Cloning crystallization and preliminary X-ray study of XC1258 a CN-hydrolase superfamily protein from Xanthomonas campestris [O] . Ying-Der Tsai, Ko-Hsin Chin, Hui-Lin Shr, 2006

机译：XC1258的克隆结晶和初步X射线研究XC1258是一种来自油菜黄单胞菌的CN水解酶超家族蛋白
7. in ‘Learning Classifier Systems for Data Mining: A Comparison of XCS with Other Classifiers for the Forest Cover Data Set [O] . A. J. Bagnall, G. C. Cawley 2013

机译：“用于数据挖掘的学习分类器系统：XCS与森林覆盖数据集的其他分类器的比较”
8. Preliminary Considerations for Classifying Hazards of Unmanned Aircraft Systems [R] . Hayhurst, K. J. , Maddalon, J. M. , Miner, P. S. , 2007

机译：无人机系统危险性分类的初步考虑

Archives-holding XCS Classifier System: A preliminary study

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