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一种基于谓词逻辑的分类规则约简方法
引用本文:冀英伟,杨海峰,张继福.一种基于谓词逻辑的分类规则约简方法[J].太原重型机械学院学报,2010(1):59-64.
作者姓名:冀英伟  杨海峰  张继福
作者单位:太原科技大学计算机科学与技术学院,太原030024
基金项目:山西省青年科学基金(2008021028);太原科技大学青年基金(20080315)
摘    要:利用各种分类规则挖掘方法,提取出的分类规则集中,存在许多的冗余规则,从而降低了分类效率。采用谓词公式描述分类规则,给出了一种分类规则集约简方法。该方法利用谓词公式中的逻辑推理,对分类规则集进行约简,消除了冗余规则。采用恒星光谱数据,实验验证该方法在保证分类规则集的分类能力不变的前提下,有效地提高了分类的效率。

关 键 词:数据挖掘  分类规则  谓词逻辑  冗余规则  恒星光谱数据

A Reduction Method of Classification Rules Based On Predicate Logic
JI Ying-wei,YANG Hai-feng,ZHANG Ji-fu.A Reduction Method of Classification Rules Based On Predicate Logic[J].Journal of Taiyuan Heavy Machinery Institute,2010(1):59-64.
Authors:JI Ying-wei  YANG Hai-feng  ZHANG Ji-fu
Affiliation:(School of Computer Science and Technology ,Taiyuan University of Science and Technology ,Taiyuan 030024, China)
Abstract:There are many redundant rules in classification rule set which is extracted by classification rule mining methods, which results in classification efficiency. A reduction method of classification rules is presented by using the predicate formula to describe classification rules. The method reduces the classification rule set by using logic reasoning in predicate formula, leading to the elimination of the redundant rules. In the end, the experiment results validate that the classification efficiency is improved effectively while classification ability is invariable by celestial spectrum data.
Keywords:data mining  classification rules  predicate logic  redundant rules  star spectrum data taking the
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