期刊文献+

一种改进的Apriori算法及应用

An Improved Apriori Algorithm and Its Applications
下载PDF
导出
摘要 研究实现了一种改进的Apriori算法,通过对事务集进行扫描、删除对k-项频繁集无意义的事务,降低事务处理过程中频繁的连接次数来提高算法的效率.对图书借阅相关性挖掘的实际应用表明,随着数据量的增大,改进Apriori算法的时间效率可以提高10%以上. This paper sets are scanned in ad realizes an improved Apriori algorithm. In order to improve the time efficiency, tra vance and irrelevant data in k-item frequent set is deleted, which can reduce a lot of nsaction connection frequency during transaction process. Data-Mining in the library related experiments shows that time efficiency of improved Apriori algorithm is improved by more than 10% along with more and more data.
作者 周蓓
出处 《常熟理工学院学报》 2010年第8期95-99,共5页 Journal of Changshu Institute of Technology
关键词 数据挖掘 APRIORI算法 关联规则 data-mining Apriori algorithm association rule
  • 相关文献

参考文献4

二级参考文献16

  • 1王创新.关联规则提取中对Apriori算法的一种改进[J].计算机工程与应用,2004,40(34):183-185. 被引量:32
  • 2李清峰,杨路明,张晓峰,龙艳军.数据挖掘中关联规则的一种高效Apriori算法[J].计算机应用与软件,2004,21(12):84-86. 被引量:29
  • 3徐章艳,刘美玲,张师超,卢景丽,区玉明.Apriori算法的三种优化方法[J].计算机工程与应用,2004,40(36):190-192. 被引量:71
  • 4Savaser A,Omiecinski E,Navathe S.An Effective Algorithm for Mining Association Rules in Large Databases[C].Proceedings of the 21^st International Conference on Very Large Databases,Zuich,Switzerland,1995.
  • 5R Agrawal ,T Imielinski,A Swami.Mining Association Rules between Sets of Items in Large Database[C].In:Proceedings of the ACM SIGMOD Conference on Management of Data,1993:207~216
  • 6Han J,Kamber M.DataMining:Concepts and Techniques[M].Beijing:Higher Education Press,2001
  • 7http://ftp.ics.uci.edu/pub/machine-learning-databases/mushroom/
  • 8http ://www.cse.cuhk.edu.hk/~kdd/data/IBM_VC++.zip
  • 9Agrawal,Srikant R.Fast algorithms for mining association rules[C].Santiago,Chile:Proceedings of the 20th International Conference on Very Large Databases (VLSB'94),Morgan Kaufmann Publisher,1994.487-499.
  • 10Park J S,Chen M S,Yu P S.An effective hash based algorithm for mining association rules[C].San Jose,California:Proceedings of the ACM-SIGMOD International Conference On Management of Data(SIGMOD'95),ACM Press Publisher,1995.175-186.

共引文献187

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