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KEEL: a software tool to assess evolutionary algorithms for data mining problems

机译:KEEL:用于评估数据挖掘问题的进化算法的软件工具

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摘要

This paper introduces a software tool named KEEL which is a software tool to assess evolutionary algorithms for Data Mining problems of various kinds including as regression, classification, unsupervised learning, etc. It includes evolutionary learning algorithms based on different approaches: Pittsburgh, Michigan and IRL, as well as the integration of evolutionary learning techniques with different pre-processing techniques, allowing it to perform a complete analysis of any learning model in comparison to existing software tools. Moreover, KEEL has been designed with a double goal: research and educational.
机译:本文介绍了一种名为KEEL的软件工具,该软件工具可用于评估各种数据挖掘问题的进化算法,包括回归,分类,无监督学习等。它包括基于不同方法的进化学习算法:匹兹堡,密歇根州和IRL ,以及将进化式学习技术与不同的预处理技术集成在一起,从而使其能够与现有软件工具相比对任何学习模型进行完整的分析。此外,KEEL的设计具有双重目标:研究和教育。

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  • 来源
    《Soft Computing》 |2009年第3期|307-318|共12页
  • 作者单位

    Department of Computer Science and Artificial Intelligence University of Granada 18071 Granada Spain;

    Department of Computer Science University of Oviedo 33204 Gijón Spain;

    Department of Computer Science and Artificial Intelligence University of Granada 18071 Granada Spain;

    Department of Computer Science University of Jaén 23071 Jaén Spain;

    Department of Computer Sciences and Numerical Analysis University of Córdoba 14071 Córdoba Spain;

    Department of Computer Science University Ramon Llull 08022 Barcelona Spain;

    Department of Computer Science University of Oviedo 33204 Gijón Spain;

    Department of Computer Sciences and Numerical Analysis University of Córdoba 14071 Córdoba Spain;

    Department of Computer Science and Information Technology University of Nottingham NG8 1BB Nottingham UK;

    Department of Computer Science University of Jaén 23071 Jaén Spain;

    Department of Computer Sciences and Numerical Analysis University of Córdoba 14071 Córdoba Spain;

    Department of Computer Science and Artificial Intelligence University of Granada 18071 Granada Spain;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Computer-based education; Data mining; Evolutionary computation; Experimental design; Graphical programming; Java; Knowledge extraction; Machine learning;

    机译:计算机教学;数据挖掘;进化计算;实验设计;图形编程;Java;知识提取;机器学习;

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