摘要
关联规则的发现是数据挖掘的一个重要方面。传统算法不但涉及大量的数据库操作,而且生成的关联规则之间存在着大量的冗余规则。文章给出了一种无冗余的快速关联规则算法,能大量减少所需的I/O的次数,内存开销适中,并且利用规则之间的冗余关系消除了规则之间的冗余性。
Discovering association rules is an important aspect of data mining problem. The traditional association rules discovery algorithm not only involves a great deal DB operation, but also produces too many redundant rules. This paper presents an algorithm for rapidly mining non-redundant rules using the redundant relationship of rules. The algorithm uses memory moderately, reduces I/O overheads greatly, and eliminates the redundancy between the rules.
出处
《计算机工程》
CAS
CSCD
北大核心
2003年第8期90-91,108,共3页
Computer Engineering
关键词
数据挖掘
关联规则
频繁项集
冗东性
Data mining
Association rules
Large itemsets
Redundancy