利用KEEL软件作为教学工具:以研究教学数据挖掘为例

J. Derrac, J. Luengo, J. Alcalá-Fdez, Alberto Fernández, S. García
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引用次数: 8

摘要

在信息技术方面,跨国教育必须面对一些挑战,才能为世界各地的计算机科学学生提供合适的教育。软件工具,特别是开源工具,为学生提供了用该领域最知名的技术进行实验的可能性。其中,KEEL软件工具可以作为理解多个计算智能领域机制的通用框架而突出。这篇文章的目的是展示KEEL软件的教育方面:一个非常适合用于数据挖掘、机器学习和数据库知识发现课程的教育模块。该模块为用户提供了算法进展的视觉反馈,从而有助于评估和理解这些领域中经典和现代技术的行为。
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Using KEEL software as a educational tool: A case of study teaching data mining
Regarding information technologies, transnational education has to face several challenges in order to offer a suitable education for computer science students worldwide. Software tools, and specially open source ones, give to the students the possibility of experiment with the most known techniques in the area. Among them, the KEEL software tool can be highlighted as a versatile framework for understanding the mechanics of several computational intelligence fields. The aim of this contribution is to present the educational aspects of KEEL software: An educational module well suited to be used in Data Mining, Machine Learning and Knowledge Discovery in Databases courses. This module provides the user with a visual feedback of the progress of the algorithms, thus being helpful in the task of evaluating and understanding the behavior of classic and modern techniques in these fields.
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