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基于邻接网络的序列规则挖掘算法
引用本文:陈富赞,寇纪淞,李敏强.基于邻接网络的序列规则挖掘算法[J].系统工程学报,2002,17(5):385-394.
作者姓名:陈富赞  寇纪淞  李敏强
作者单位:天津大学管理学院,天津,300072
基金项目:国家自然科学基金资助项目 (699740 2 6,70 1710 0 2 )
摘    要:给出一个新的序列规则挖掘算法,该算法在挖掘规则以前将数据库预先存贮为序列邻接网络,在序列邻接网络中每个项目集顶点都有一个域来记录它的支持度,算法把频繁序列规则的发现问题转化为网络中的顶点搜索问题,大大提高了搜索过程的效率,为了有效地解决网络生成过程中的序列支持计算问题,采用了一种纵向的数据库表示格式。

关 键 词:邻接网络  序列规则  数据挖掘算法  关联规则  序列邻接网络  数据库
文章编号:1000-5781(2002)05-0385-10
修稿时间:2000年7月24日

Algorithm based on adjacent lattice for mining sequence rules
CHEN Fu zan,KOU Ji song,LI Min qiang.Algorithm based on adjacent lattice for mining sequence rules[J].Journal of Systems Engineering,2002,17(5):385-394.
Authors:CHEN Fu zan  KOU Ji song  LI Min qiang
Abstract:A new algorithm for mining sequence rules is given in this paper. The algorithm converts the origin transaction database to sequences adjacent lattice in a preprocess, where each sequence vertex have a label to save its support. The algorithm changes the mining task in the database into a searching process in the lattice, which can speeds up greatly the mining. Furthermore, the algorithm uses a vertical id list database format to compute the support of each sequence, where each sequence is associated with a list of objects in which it occurs, along with the time stamps.
Keywords:data mining  association rules  sequence rules  sequences adjacent lattice
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