计算机科学 ›› 2017, Vol. 44 ›› Issue (8): 157-161.doi: 10.11896/j.issn.1002-137X.2017.08.028
张燕平,凌捷
ZHANG Yan-ping and LING Jie
摘要： 提出了一种改进的水平分布式环境下关联规则挖掘的隐私保护算法,该算法应用部分隐藏的随机化回答方法和同态加密技术,引入半可信第三方,将各站点的数据集进行扰乱和隐藏,并将数据的水平格式表示转换成垂直格式表示,通过位运算计算局部支持数,利用Paillier算法计算全局支持数。所提算法具有站点之间无须通信、支持数计算效率高、I/O操作次数少以及传输安全等优点。实验结果表明,所提算法提高了局部支持数的计算效率并减少了I/O操作次数。
| [1] LIU Y H,ZHANG T Y,JIN X L,et al.Personal Privacy Protection in the Era of Big Data[J].Journal of Computer Research and Development,2015,52(1):229-247.(in Chinese) 刘雅辉,张铁赢,靳小龙,等.大数据时代的个人隐私保护[J].计算机研究与发展,2015,52(1):229-247. [2] KANTARCIOGLU M,CLIFTION C.Privacy-preserving dis-tributed mining of association rules on horizontally partitioned data[J].IEEE Trans.on Knowledge and Data Engineering,2004,6(9):1026-1037. [3] LIU F,XUE A R,WANG W.Hybrid algorithm for privacy preserving association rules mining[J].Application Research of Computers,2012,29(3):1107-1110.(in Chinese) 刘峰,薛安荣,王伟.一种隐私保护关联规则挖掘的混合算法[J].计算机应用研究,2012,29(3):1107-1110. [4] QIAN P,WU M.Survey of privacy preserving data mining me-thods based on homomorphic encryption[J].Application Research of Computers,2011,28(5):1614-1617.(in Chinese) 钱萍,吴蒙.同态加密隐私保护数据挖掘方法综述[J].计算机应用研究,2011,28(5):1614-1617. [5] XUAN C N,LE H B,CAO T A.An Enhanced Scheme for Privacy-Preserving Association Rules Mining on Horizontally Distributed Databases[C]∥2012 IEEE RIVF International Confe-rence on Computing and Communication Technologies,Research,Innovation,and Vision for the Future (RIVF).IEEE,2012:1-4. [6] CHEN Y C.Research on Privacy Preserving Algorithms for Association Rules Mining in Distributed Environment[D].Nanning:Guangxi University,2013.(in Chinese) 陈玉婵.面向关联规则挖掘的分布式隐私保护算法研究[D].南宁:广西大学,2013. [7] RANA S,THILAGAM P S.Hierarchical Homomorphic En-cryption Based Privacy Preserving Distributed Association Rule Mining[C]∥International Conference on Information Technology.IEEE,2014:379-385. [8] KAOSAR M G,PAULET R,YI X.Fully homomorphic encryption based two-party association rulemining[J].Data & Know-ledge Engineering,2012,76-78(2):1-15. [9] RIVEST R.On databanks and privacy homomorphism[J].Foun- dations of Secure Computation,1978,4(11):169-179. [10] FENG D G,ZHANG M,LI H.Big Data Security and PrivacyProtection[J].Chinese Journal of Computers,2014,37(1):246-258.(in Chinese) 冯登国,张敏,李昊.大数据安全与隐私保护[J].计算机学报,2014,37(1):246-258. [11] HUANG L S,TIAN M M,HUANG H.Preserving Privacy in Big Data:A Survey from the Cryptographic Perspective[J].Journal of Software,2015,26(4):945-959.(in Chinese) 黄刘生,田苗苗,黄河.大数据隐私保护密码技术研究综述[J].软件学报,2015,26(4):945-959. [12] ZHANG P,DONG Y H,TANG S H,et al.An Effective Me-thod for Privacy Preserving Association Rule Mining[J].Journal of Software,2006,7(8):1764-1774.(in Chinese) 张鹏,童云海,唐世渭,等.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. [13] FU S,ZHOU H J.The Research and Improvement of AprioriAlgoruthm for Mining Association Rules[J].Microelectronics &Computer,2013(9):110-114.(in Chinese) 付沙,周航军.关联规则挖掘Apriori算法的研究与改进[J].微电子学与计算机,2013(9):110-114. [14] HSSEIN M,EL-SISI A,ISMAIL N.Fast Cryptographic Privacy Preserving Association Rules Mining on Distributed Homogenous Data Base[C]∥Proceedings of the 12th Internatio-nal Conference on Knowledge-Based Intelligent Information and Engineering Systems,Part II.Springer-Verlag,2008:607-616. [15] ZHANG Y,WANG H G,SHAO Z Z,et al.Frequentitemsetsmining based on Apriori-bit[J].Application Research of Computers,2013,30(9):2610-2612.(in Chinese) 张岳,王洪国,邵增珍,等.基于先验位运算的频繁项集挖掘[J].计算机应用研究,2013,30(9):2610-2612. [16] WAHAB A,OMAR,HACHAMI,et al.DARM:a privacy-preser-ving approach for distributed association rules mining on horizontally-partitioned data[C]∥International Database Enginee-ring & Applications Symposium.ACM,2014. [17] YI X,RAO F Y,BERTINO E,et al.Privacy-Preserving Associa-tion Rule Mining in Cloud Computing[C]∥ Proceedings of the 10th ACM Symposium on Information,Computer and Communications Security.ACM,2015:439-450. |
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