期刊文献+

隐私保护下的关联模式挖掘 被引量:3

Privacy-Preserving for Association Patterns Mining
在线阅读 下载PDF
导出
摘要 数据挖掘技术已广泛地应用在众多领域,但此技术同时对数据的隐私性带来严重的威胁。本文中,探讨如在数据挖掘与隐私保护中寻求平衡,并提出一种解决在保护隐私的前提下关联模式的挖掘的方法,利用相关矩阵将始的数据库作处理以达到保护隐私效果。 Data mining can be applied in many directions, but it can also cause a threat to privacy. In this article, we investigate to find the probabing of an appropriate balance between a need for privacy and information discovery on association patterns and propose an innovative technique for hiding patterns. We define a correlation matrix for items and set appropriate value in it. By multiplying the original transaction database and the correlation matrix, a new database, which is sanitized for privacy concern, is gotten.
作者 刘松
出处 《微计算机应用》 2006年第2期185-187,共3页 Microcomputer Applications
关键词 隐私保护 数据挖掘 相关矩阵 关联模式 Privacy, Preserving, Data Mining, Correlation matrix
  • 相关文献

参考文献4

  • 1R.Agrawal and R.Srikant.Privacy Preserving Data Mining.Proceeding of ACM SIGMOD Conference on Management of Data,May 2000.
  • 2R.Agrawal,R.Srikant,A.Evfimievski and J.Gehrke.Privacy Preserving of Association Rules.Proceeding of 8th ACM SIGMOD Conference on Knowledge Discovery and Data Mining (KDD),July 2002.
  • 3M.Kantarcioglu and C.Clifton.Privacy-preserving Distributed Mining of Association Rules on Horizontal Partitioned Data.Proceeding of ACM Workshop on Research Issues in Data Mining and Knowledge Discovery (DMKD),June 2002.
  • 4Shariq J.Rizvi and Jayant R.Haritsa.Maintaining Data Privacy in Association Rule Mining.Proceedings of the 28th VLDB Conference,2002.

同被引文献6

  • 1丁小刚,黄伟伟,柏文阳.关联规则隐藏算法的研究[J].计算机应用研究,2006,23(6):28-30. 被引量:3
  • 2张鹏,童云海,唐世渭,杨冬青,马秀莉.一种有效的隐私保护关联规则挖掘方法[J].软件学报,2006,17(8):1764-1774. 被引量:53
  • 3Aggarwal C C,Yu P S.A New Approach to Online Generation of Association Rules.IEEE Trans.of Knowledge and Data Eng.,July/August 2001,13(4):527~540
  • 4B.Liu,W.Hsu and Y.Ma.Mining Association Rules with Multiple Minimum Supports.Proc.5th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining,May 1999,337~341
  • 5B.Liu,W Hsu,S.Chen,and Y.Ma.Analyzing the Subjective Interestingness of Association Rules.IEEE Intelligent Systems,May 2000,15 (5):47 ~ 55
  • 6(加)Jjawei Han,Micheline Kamber 著.范明,孟小峰等译.数据挖掘:概念和技术.北京:机械工业出版社,2001.

引证文献3

二级引证文献1

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