首页 | 本学科首页   官方微博 | 高级检索  
     

数据库中的模糊逻辑规则发现
引用本文:刘东波,卢正鼎. 数据库中的模糊逻辑规则发现[J]. 计算机工程与应用, 2008, 44(26): 147-149. DOI: 10.3778/j.issn.1002-8331.2008.26.045
作者姓名:刘东波  卢正鼎
作者单位:华中科技大学,计算机科学与技术学院,武汉,430074;中国电子设备系统工程研究所,北京,100039;华中科技大学,计算机科学与技术学院,武汉,430074
摘    要:关联规则是数据库中的知识发现(KDD)领域的重要研究课题。模糊关联规则可以用自然语言来表达人类知识,近年来受到KDD研究人员的普遍关注。但是,目前大多数模糊关联规则发现方法仍然沿用经典关联规则发现中常用的支持度和置信度测度。事实上,模糊关联规则可以有不同的解释,而且不同的解释对规则发现方法有很大影响。从逻辑的观点出发,定义了模糊逻辑规则、支持度、蕴含度及其相关概念,提出了模糊逻辑规则发现算法,该算法结合了模糊逻辑概念和Apriori算法,从给定的定量数据库中发现模糊逻辑规则。

关 键 词:模糊关联规则  模糊逻辑规则  支持度  蕴舍度  定量数据库
收稿时间:2007-11-06
修稿时间:2008-1-30 

Fuzzy logic rules discovery in databases
LIU Dong-bo,LU Zheng-ding. Fuzzy logic rules discovery in databases[J]. Computer Engineering and Applications, 2008, 44(26): 147-149. DOI: 10.3778/j.issn.1002-8331.2008.26.045
Authors:LIU Dong-bo  LU Zheng-ding
Affiliation:1.College of Computer Science & Technology,Huazhong University of Science & Technology,Wuhan 430074,China 2.Institute of China Electronic System Engineering,Beijing 100039,China
Abstract:Association rules is a crucial problem in Knowledge Discovery in Databases(KDD).Fuzzy association rules can be used to represent human knowledge in terms of natural language,and have recently received much attention from the KDD researcher.So far,however,most approaches of fuzzy association rules discovery are based on the measures of support and confidence for classical association rules.In fact,fuzzy association rules can be interpreted in different way,and the interpretation has a strong influence on the way of finding rules.From the logical point of view,fuzzy logic rules,support degree,implication degree and some related concepts are defined,and the algorithm of fuzzy logic rules discovery is proposed.This algorithm integrates the concepts of fuzzy logic and Apriori algorithm to find fuzzy logic rules from given quantitative databases.
Keywords:fuzzy association rules  fuzzy logic rules  support degree  implication degree  quantitative databases
本文献已被 万方数据 等数据库收录!
点击此处可从《计算机工程与应用》浏览原始摘要信息
点击此处可从《计算机工程与应用》下载免费的PDF全文
设为首页 | 免责声明 | 关于勤云 | 加入收藏

Copyright©北京勤云科技发展有限公司  京ICP备09084417号