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一种基于生成树的分类去除关联规则冗余方法

楼巍 邓柳燕 严利民 郭丽媛

计算机技术与发展Issue(6):24-27,31,5.
计算机技术与发展Issue(6):24-27,31,5.DOI:10.3969/j.issn.1673-629X.2014.06.006

一种基于生成树的分类去除关联规则冗余方法

A Method of Removing Redundant Association Rules by Classification Based on Spanning Tree

楼巍 1邓柳燕 1严利民 2郭丽媛2

作者信息

  • 1. 上海大学 机电工程与自动化学院,上海 200072
  • 2. 上海大学 微电子研究与开发中心,上海 200072
  • 折叠

摘要

Abstract

In the information and data explosion era,redundant rules problem has become a major obstacle to gain knowledge for data miners,but the current solution may lead to the incompleteness of association rules. For the issues above,introduce the directed hyperg-raph to express association rules,redefine the adjacency matrix,propose the categorical thinking for removing redundant rules,dividing re-dundant rules into slave rules and repeated-path-rules,the algorithm of removing the dependency rule by VB programming and the span-ning tree algorithm to remove the redundancy of repeated-path-rules. The result of experiments show that this method is effective,fast and to maintain the integrity and accuracy of association rules which links directed hypergraph,spanning tree of graph theory and associa-tion rules innovatively. At the same time it removes all redundant rules.

关键词

关联规则/有向超图/邻接矩阵/生成树/冗余/去除从属规则

Key words

association rules/directed hypergraph/adjacency matrix/spanning tree/redundancy/removing slave rules

分类

信息技术与安全科学

引用本文复制引用

楼巍,邓柳燕,严利民,郭丽媛..一种基于生成树的分类去除关联规则冗余方法[J].计算机技术与发展,2014,(6):24-27,31,5.

基金项目

教育部人文社会科学研究专项课题(10JDSZ1015) (10JDSZ1015)

上海学校德育创新发展课题(2012-dycx-105) (2012-dycx-105)

计算机技术与发展

OACSTPCD

1673-629X

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