Machine Learning Enhanced Access Control for Big Data

被引:0
|
作者
Es-Samaali, Hamza [1 ]
Abou El Kalam, Anas
Outchakoucht, Aissam
Benhadou, Siham
机构
[1] Hassan II Univ, LISER Lab, ENSEM Sch, Casablanca, Morocco
来源
INTERNATIONAL JOURNAL OF COMPUTER SCIENCE AND NETWORK SECURITY | 2020年 / 20卷 / 03期
关键词
Access Control; Big Data; Machine Learning; Outlier Detection; ABAC; Security;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Access Controls (AC) are one of the main means of defense in IT systems, unfortunately, Big Data Systems are still lacking in this field, the current well-known ACs are vulnerable and can be compromised because of policy misconfiguration and lack of contextuality. In this article we propose a Machine Learning approach to optimize ABAC (Attribute Based Access Control) with the aim to reduce the attacks that are overlooked by the hardcoded policies (i.e: users abusing their privileges). We use unsupervised learning outlier detection algorithms to detect anomalous user behaviors. The Framework was implemented in Python and its performance tested using the UNSW-NB15 Data Set.
引用
收藏
页码:83 / 91
页数:9
相关论文
共 50 条
  • [21] Information Access and Control in an Age of Big Data
    Carter, Edward L.
    Lee, Laurie Thomas
    JOURNALISM & MASS COMMUNICATION QUARTERLY, 2016, 93 (02) : 269 - 272
  • [22] Research on big data access control mechanism
    Zhuang, Yinxia
    Sun, Yapeng
    Deng, Han
    Guo, Jun
    INTERNATIONAL JOURNAL OF COMPUTATIONAL SCIENCE AND ENGINEERING, 2023, 26 (02) : 192 - 198
  • [23] Machine learning on big data for future computing
    Jeong, Young-Sik
    Hassan, Houcine
    Sangaiah, Arun Kumar
    JOURNAL OF SUPERCOMPUTING, 2019, 75 (06): : 2925 - 2929
  • [24] Machine learning on big data for future computing
    Young-Sik Jeong
    Houcine Hassan
    Arun Kumar Sangaiah
    The Journal of Supercomputing, 2019, 75 : 2925 - 2929
  • [25] Machine Learning With Big Data: Challenges and Approaches
    L'Heureux, Alexandra
    Grolinger, Katarina
    Elyamany, Hany F.
    Capretz, Miriam A. M.
    IEEE ACCESS, 2017, 5 : 7776 - 7797
  • [26] Machine Learning Meets Big Spatial Data
    Sabek, Ibrahim
    Mokbel, Mohamed F.
    PROCEEDINGS OF THE VLDB ENDOWMENT, 2019, 12 (12): : 1982 - 1985
  • [27] Machine Learning Challenges in Big Data Era
    Veganzones-Bodon, Miguel
    DYNA, 2019, 94 (05): : 478 - 479
  • [28] Machine Learning for Astronomical Big Data Processing
    Xu, Long
    Yan, Yihua
    2017 IEEE VISUAL COMMUNICATIONS AND IMAGE PROCESSING (VCIP), 2017,
  • [29] Machine learning in 'big data': handle with care
    Loring, Zak
    Mehrotra, Suchit
    Piccini, Jonathan P.
    EUROPACE, 2019, 21 (09): : 1284 - 1285
  • [30] Machine Learning and Computational Intelligence in Big Data
    Anagnostopoulos, Christos
    Kolomvatsos, Kostas
    INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2015, 6 (06) : 873 - 874