期刊文献+

一种无冗余的快速关联规则发现算法 被引量:7

An Efficient Algorithm for Rapidly Mining Non-redundant Rules
下载PDF
导出
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
  • 相关文献

参考文献4

  • 1Agrawal R, Imielinski T, Swami A. Mining Association Rules Between Sets of Items in Large Databascs[C]. Washington D.C.: Proceedings of thc ACM SIGM-OD Conference on Management of Data ,1993.
  • 2Srikant R, Agrawal R.Mining Quantiative Association Rules in Large Relational Tables[C]. Proceedings of the ACM SIGMOD Conference on Management of Data, 1996.
  • 3Aggarwal C C,Yu P S.Online Generation of Association Roles [A].Orlando, Florida: Proceeding of the International Conference of Data Engineering [C], 1998:402--411.
  • 4Agrawal R, Srikant R. Fast Algorithms for Mining Association Rules in Large databases [A]. Santiago, Chile: Proceedings of the 20th International Conference on Very Large Databases [C],1994.

同被引文献40

引证文献7

二级引证文献54

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部