State-of-the-art in privacy preserving data mining

被引:396
|
作者
Verykios, VS [1 ]
Bertino, E
Fovin, IN
Provenza, LP
Saygin, Y
Theodoridis, Y
机构
[1] Acad & Res Comp Technol Inst, Athens, Greece
[2] Univ Milan, Dipartimento Sci Informaz, I-20122 Milan, Italy
[3] SABANCI Univ, Fac Engn & Nat Sci, Istanbul, Turkey
关键词
D O I
10.1145/974121.974131
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We provide here an overview of the new and rapidly emerging research area of privacy preserving data mining. We also propose a classification hierarchy that sets the basis for analyzing the work which has been performed in this context. A detailed review of the work accomplished in this area is also given, along with the coordinates of each work to the classification hierarchy. A brief evaluation is performed, and some initial conclusions are made.
引用
收藏
页码:50 / 57
页数:8
相关论文
共 50 条
  • [21] An Overview of Privacy Preserving Data Mining
    Qi, Xinjun
    Zong, Mingkui
    2011 INTERNATIONAL CONFERENCE OF ENVIRONMENTAL SCIENCE AND ENGINEERING, VOL 12, PT B, 2012, 12 : 1341 - 1347
  • [22] A Survey on Privacy Preserving Data Mining
    Saranya, K.
    Premalatha, K.
    Rajasekar, S. S.
    2015 2ND INTERNATIONAL CONFERENCE ON ELECTRONICS AND COMMUNICATION SYSTEMS (ICECS), 2015, : 1740 - U2102
  • [23] A Review on Privacy Preserving Data Mining
    Shanthi, A. S.
    Karthikeyan, M.
    2012 IEEE INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND COMPUTING RESEARCH (ICCIC), 2012, : 438 - 441
  • [24] Study of Privacy Preserving Data Mining
    Li, Haisheng
    2010 THIRD INTERNATIONAL SYMPOSIUM ON INTELLIGENT INFORMATION TECHNOLOGY AND SECURITY INFORMATICS (IITSI 2010), 2010, : 700 - 703
  • [25] Survey on privacy preserving data mining
    Wang P.
    International Journal of Digital Content Technology and its Applications, 2010, 4 (09) : 1 - 7
  • [26] δ-privacy: Bounding Privacy Leaks in Privacy Preserving Data Mining
    Li, Zhizhou
    Lai, Ten H.
    DATA PRIVACY MANAGEMENT, CRYPTOCURRENCIES AND BLOCKCHAIN TECHNOLOGY, 2017, 10436 : 124 - 142
  • [27] CAVE MINING - THE STATE-OF-THE-ART
    LAUBSCHER, DH
    JOURNAL OF THE SOUTH AFRICAN INSTITUTE OF MINING AND METALLURGY, 1994, 94 (10): : 279 - 293
  • [28] A Review on the State-of-the-Art Privacy-Preserving Approaches in the e-Health Clouds
    Abbas, Assad
    Khan, Samee U.
    IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, 2014, 18 (04) : 1431 - 1441
  • [29] Reversible privacy preserving data mining: a combination of difference expansion and privacy preserving
    Tung-Shou Chen
    Wei-Bin Lee
    Jeanne Chen
    Yuan-Hung Kao
    Pei-Wen Hou
    The Journal of Supercomputing, 2013, 66 : 907 - 917
  • [30] Reversible privacy preserving data mining: a combination of difference expansion and privacy preserving
    Chen, Tung-Shou
    Lee, Wei-Bin
    Chen, Jeanne
    Kao, Yuan-Hung
    Hou, Pei-Wen
    JOURNAL OF SUPERCOMPUTING, 2013, 66 (02): : 907 - 917