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改进的隐私保护关联规则挖掘算法 被引量:1

Improved algorithm of association rule mining in privacy preserving
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摘要 数据挖掘技术可以从收集到的大量数据集中挖掘出潜在的知识,这就可能把涉及到个人隐私的信息挖掘出来,从而产生了隐私保护下的数据挖掘。首先分析了国外学者Rizvi提出的隐私保护关联规则挖掘算法MASK,然后使用分治策略对MASK进行了改进。时间复杂度分析和实验结果均表明,对MASK算法的改进是有效的。 and part reserving improved algorithm The knowledge which is potential and hidden behind lots of data can be mined in means of data mining technology of the knowledge may infringe personal privacy,then privacy reserving in data mining is studied.Firsfly,a privacy association rule mining algorithm called MASK which is presented by Rizvi is analyzed.Secondly,MASK algorithm is by divide-and-conquer strategy.Time complexity analysis and experiment result show that the improvement of MASK is effective.
出处 《计算机工程与应用》 CSCD 北大核心 2010年第8期133-136,共4页 Computer Engineering and Applications
基金 国家自然科学基金委员会与中国民用航空总局联合资助项目(No.60776806)
关键词 关联规则 隐私保护 分治策略 association rule privacy preserving divide-and-conquer strategy
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参考文献4

  • 1Han Jiawei,Kamber M.数据挖掘:概念与技术[M].北京:机械工业出版社,2001.
  • 2Verykios V S,Bertino E,Fovino I N,et al.State-of-the-art in privacy preserving data mining[J].SIGMOD Record, 2004,33 ( 1 ) : 50-57.
  • 3Agrawal R.Data mining:Crossing the Chasm[C]//5th International Conference on Knowledge Discovery in Databases and Data Mining, San Diego,California, 1999.
  • 4Rizvi S J,Haritsa J R.Maintaining data privacy in association role mining[C]//Proc of the 28th International Conference on Very Large Data Bases.Hong Kong:Morgan Kaufmann Publishers,2002:682-693.

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