In-Situ Anonymization of Big Data

被引:0
|
作者
Krizan, Tomislav [1 ]
Brakus, Marko [1 ]
Vukelic, Davorin [1 ]
机构
[1] Poslovna Inteligencija Doo, Zagreb, Croatia
关键词
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
With organizations storing and even openly publishing their data for further processing, privacy becomes an issue. Such open data should retain its original structure while protecting sensitive personal data. Our aim was to develop fast and secure software for offline anonymization of (distributed) big data. Herein, we describe speed and security requirements for anonymization systems, popular techniques of anonymization and de-anonymization attacks. We give a detailed description of our software for in-situ anonymization of big data distributed in a cluster tested on a real Telco customer data record (CDR) dataset (dataset size is around 500 GB).
引用
收藏
页码:292 / 298
页数:7
相关论文
共 50 条
  • [1] Big Data Privacy and Anonymization
    Torra, Vicenc
    Navarro-Arribas, Guillermo
    [J]. PRIVACY AND IDENTITY MANAGEMENT: FACING UP TO NEXT STEPS, 2016, 498 : 15 - 26
  • [2] Big Data Anonymization with Spark
    Canbay, Yavuz
    Sagiroglu, Seref
    [J]. 2017 INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND ENGINEERING (UBMK), 2017, : 833 - 838
  • [3] Anonymization in the Time of Big Data
    Domingo-Ferrer, Josep
    Soria-Comas, Jordi
    [J]. PRIVACY IN STATISTICAL DATABASES: UNESCO CHAIR IN DATA PRIVACY, 2016, 9867 : 57 - 68
  • [4] Big data visualization for in-situ data exploration for sportsperson
    Li, Wenya
    Karthik, C.
    Rajalakshmi, M.
    [J]. COMPUTERS & ELECTRICAL ENGINEERING, 2022, 99
  • [5] Decentralized Multigrid for In-situ Big Data Computing
    Goutham Kamath
    Lei Shi
    Edmond Chow
    Wenzhan Song
    Junjie Yang
    [J]. Tsinghua Science and Technology, 2015, 20 (06) : 545 - 559
  • [6] Decentralized Multigrid for In-situ Big Data Computing
    Kamath, Goutham
    Shi, Lei
    Chow, Edmond
    Song, Wenzhan
    Yang, Junjie
    [J]. TSINGHUA SCIENCE AND TECHNOLOGY, 2015, 20 (06) : 545 - 559
  • [7] Efficient multimedia big data anonymization
    Sung-Bong Jang
    Young-Woong Ko
    [J]. Multimedia Tools and Applications, 2017, 76 : 17855 - 17872
  • [8] Efficient multimedia big data anonymization
    Jang, Sung-Bong
    Ko, Young-Woong
    [J]. MULTIMEDIA TOOLS AND APPLICATIONS, 2017, 76 (17) : 17855 - 17872
  • [9] Personal Big Data, GDPR and Anonymization
    Domingo-Ferrer, Josep
    [J]. FLEXIBLE QUERY ANSWERING SYSTEMS, 2019, 11529 : 7 - 10
  • [10] In-situ visual exploration over big raw data
    Bikakis, Nikos
    Maroulis, Stavros
    Papastefanatos, George
    Vassiliadis, Panos
    [J]. INFORMATION SYSTEMS, 2021, 95