Preserving Privacy in Data Analytics

被引:0
作者
Ghemri, Lila [1 ]
机构
[1] Texas Southern Univ, Houston, TX 77004 USA
来源
PROCEEDINGS OF THE ACM INTERNATIONAL WORKSHOP ON SECURITY AND PRIVACY ANALYTICS (IWSPA '19) | 2019年
关键词
Privacy-preserving methods; privacy; data analytics; tutorial;
D O I
10.1145/3309182.3311786
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Data Analytics is becoming an essential business tool for many data intensive companies and organizations. However, the increased use of such methods comes with the threat of data disclosure. Privacy-preserving methods have been developed with varying degrees of efficiency with the main goal of protecting individuals' privacy. This tutorial aims at presenting models and techniques of preserving privacy in machine learning and data mining.
引用
收藏
页码:3 / 4
页数:2
相关论文
共 50 条
  • [41] A scheme for privacy-preserving data dissemination
    Lilien, Leszek
    Bharuava, Bharat
    IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS, 2006, 36 (03): : 502 - 506
  • [42] Generating Privacy Preserving Synthetic Medical Data
    Faisal, Fahim
    Mohammed, Noman
    Leung, Carson K.
    Wang, Yang
    2022 IEEE 9TH INTERNATIONAL CONFERENCE ON DATA SCIENCE AND ADVANCED ANALYTICS (DSAA), 2022, : 1003 - 1012
  • [43] Data Collection with Privacy Preserving in Participatory Sensing
    Chen, Qinghua
    Zheng, Shengbao
    Weng, Zhengqiu
    2017 IEEE 23RD INTERNATIONAL CONFERENCE ON PARALLEL AND DISTRIBUTED SYSTEMS (ICPADS), 2017, : 49 - 56
  • [44] Privacy Preserving Data Offloading Based on Transformation
    Saharan, Shweta
    Laxmi, Vijay
    Gaur, Manoj Singh
    Zemmari, Akka
    RISKS AND SECURITY OF INTERNET AND SYSTEMS, 2019, 11391 : 86 - 92
  • [45] Preserving data privacy in e-Health
    1600, Springer Verlag (8431): : 366 - 392
  • [46] Privacy-Preserving Sequential Data Publishing
    Wang, Huili
    Ma, Wenping
    Zheng, Haibin
    Liang, Zhi
    Wu, Qianhong
    NETWORK AND SYSTEM SECURITY, NSS 2019, 2019, 11928 : 596 - 614
  • [47] Privacy preserving similarity detection for data analysis
    Leontiadis, Iraklis
    Oenen, Melek
    Molva, Refik
    Chorley, M. J.
    Colombo, G. B.
    2013 IEEE THIRD INTERNATIONAL CONFERENCE ON CLOUD AND GREEN COMPUTING (CGC 2013), 2013, : 547 - 552
  • [48] Privacy preserving processing of genomic data: A survey
    Akgun, Mete
    Bayrak, A. Osman
    Ozer, Bugra
    Sagiroglu, M. Samil
    JOURNAL OF BIOMEDICAL INFORMATICS, 2015, 56 : 103 - 111
  • [49] Privacy-preserving data mining systems
    Zhang, Nan
    Zhao, Wei
    COMPUTER, 2007, 40 (04) : 52 - +
  • [50] Preserving the privacy of sensitive relationships in graph data
    Zheleva, Elena
    Getoor, Lise
    PRIVACY, SECURITY, AND TRUST IN KDD, 2008, 4890 : 153 - 171