期刊文献+

一种改进的关联规则增量式更新算法 被引量:2

An Improved Updating Algorithm for Association Rules
下载PDF
导出
摘要 在支持度和置信度不变的情况下,随机或偶然向数据集添加数据记录会导致关联规则的变化.在FUP算法的基础上给出了一个改进的增量式更新算法,本算法在充分利用先前关联规则的基础上极大的减少了扫描原数据集的次数,与FUP算法相比极大的减少了算法运行时间,并实验验证了算法的优越性. Under the situation of support and confidence unchanged, inserting data record randomly or accidentally will change the association rules. This paper gives an improved incremental updating algorithm based on the FLIP algorithm, which greatly decreases times of scanning database by making use of the precious association rules. Comparing with the FLIP algorithm the algorithm decreases the of operating time. The experiment shows the superiority of this algorithm.
出处 《沈阳师范大学学报(自然科学版)》 CAS 2006年第1期51-54,共4页 Journal of Shenyang Normal University:Natural Science Edition
基金 辽宁省教育厅资助项目(202112020)
关键词 数据挖掘 关联规则 增量式更新算法 频繁项目集 data mining association rules incremental updating algorithm large items
  • 相关文献

参考文献5

  • 1AGRAWAL R, IMIELINSKI T, SWAMI A. Mining Association Rule Between Sets of Items in Large Database[C].In : Bunemuuxp,Jajadia Seds, Proceedings of the 1993 ACM SIGMOD Conference on Management of Data, New York, NY. AMC Press, 1993. 207 - 216.
  • 2HOUTSMA M, SWAMI A. Set-Oriented Ming for Association Rules in Relational Databases[C]. Proceedings of the 11th IEEE International Conference on Data Engineering, Taipei, China, 1995.25 - 34.
  • 3AGRAWAL R, SRIKANT R. Fast Algorithms for Mining Association Rules in Large Databases[C]. Proceedings of the 12th Int, conf. on very large databases. Santiaga, Chile, 1994, 487-499.
  • 4DAVID W, CHEUNG J, NG V T, et al. Maintenance of Discovered Association Rules in Large Database: An Incremental Updating Technique[C]. In Proc 12th Int. Conf.On Data Engineering, NEW Orleans, Louisiana,IEEE Computer Society, 1996. 106 - 114.
  • 5DAVID W, CHEUNG J, LEE S D, et al. A general Incremental Technique for Maintaining Discovered Association Rules[C]. In Proceedings of the Fifth International Conference on Database Systems for Advanced Applications,Melbourne, Australia, 1997. 185 - 194.

同被引文献11

引证文献2

二级引证文献23

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