KEEL: A data mining software tool integrating genetic fuzzy systems

J. Alcalá-Fdez, S. García, F. Berlanga, Alberto Fernández, L. Sánchez, M. J. Jesús, F. Herrera
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引用次数: 15

Abstract

This work introduces the software tool KEEL to assess evolutionary algorithms for data mining problems including regression, classification, clustering, pattern mining and so on. It includes a big collection of genetic fuzzy system algorithms based on different approaches: Pittsburgh, Michigan, IRL and GCCL. It allows us to perform a complete analysis of any genetic fuzzy system in comparison to existing ones, including a statistical test module for comparison. The use of KEEL is illustrated through the analysis of one case study.
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一个集成遗传模糊系统的数据挖掘软件工具
本文介绍了软件工具KEEL来评估数据挖掘问题的进化算法,包括回归、分类、聚类、模式挖掘等。它包括基于不同方法的遗传模糊系统算法的大集合:匹兹堡,密歇根,IRL和GCCL。它使我们能够对任何遗传模糊系统进行完整的分析,并与现有系统进行比较,包括用于比较的统计测试模块。通过一个案例分析,说明了龙骨的应用。
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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