Utilizing Vector Database Management Systems in Cyber Security

被引:0
|
作者
Taipalus, Toni [1 ]
Grahn, Hilkka [1 ]
Turtiainen, Hannu [1 ]
Costin, Andrei [1 ]
机构
[1] Univ Jyvaskyla, Jyvaskyla, Finland
关键词
Vector Database; Anomaly Detection; Traffic Analysis; Cyber Security; Phishing Detection;
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
The rising popularity of phenomena such as ubiquitous computing and IoT poses increasingly high demands for data management, and it is not uncommon that database management systems (DBMS) must be capable of reading and writing hundreds of operations per second. Vector DBMSs (VDBMS) are novel products that focus on the management of vector data and can alleviate data management pressures by storing data objects such as logs, system calls, emails, network flow data, and memory dumps in feature vectors that are computationally efficient in both storage and information retrieval. VDMBSs allow efficient nearest neighbour similarity search on complex data objects, which can be used in various cyber security applications such as anomaly, intrusion, malware detection, user behaviour analysis, and network flow analysis. This study describes VDBMSs and some of their use cases in cyber security.
引用
收藏
页码:556 / 561
页数:6
相关论文
共 50 条
  • [1] An enhancement of cyber security management for opportunistic systems
    Mohammed M.H.
    Measurement: Sensors, 2022, 24
  • [2] First cyber-security vulnerability database for control systems
    不详
    HYDROCARBON PROCESSING, 2008, 87 (06): : 35 - 35
  • [3] Vector Database Management Techniques and Systems
    Pan, James Jie
    Wang, Jianguo
    Li, Guoliang
    COMPANION OF THE 2024 INTERNATIONAL CONFERENCE ON MANAGEMENT OF DATA, SIGMOD-COMPANION 2024, 2024, : 597 - 604
  • [4] Survey of vector database management systems
    Pan, James Jie
    Wang, Jianguo
    Li, Guoliang
    VLDB JOURNAL, 2024, 33 (05): : 1591 - 1615
  • [5] A survey of cyber security management in industrial control systems
    Knowles, William
    Prince, Daniel
    Hutchison, David
    Disso, Jules Ferdinand Pagna
    Jones, Kevin
    INTERNATIONAL JOURNAL OF CRITICAL INFRASTRUCTURE PROTECTION, 2015, 9 : 52 - 80
  • [6] Offensive Cyber Security Trainer for Platform Management Systems
    Timmins, Jonathan
    Knight, Scott
    Lachine, Brian
    2021 15TH ANNUAL IEEE INTERNATIONAL SYSTEMS CONFERENCE (SYSCON 2021), 2021,
  • [7] A Preliminary View on Automotive Cyber Security Management Systems
    Schmittner, Christoph
    Dobaj, Jrgen
    Macher, Georg
    Brenner, Eugen
    PROCEEDINGS OF THE 2020 DESIGN, AUTOMATION & TEST IN EUROPE CONFERENCE & EXHIBITION (DATE 2020), 2020, : 1634 - 1639
  • [8] Towards a security benchmark for database management systems
    Vieira, M
    Madeira, H
    2005 INTERNATIONAL CONFERENCE ON DEPENDABLE SYSTEMS AND NETWORKS, PROCEEDINGS, 2005, : 592 - 601
  • [9] Security and privacy for multimedia database management systems
    Thuraisingham, Bhavani
    MULTIMEDIA TOOLS AND APPLICATIONS, 2007, 33 (01) : 13 - 29
  • [10] Security and privacy for multimedia database management systems
    Bhavani Thuraisingham
    Multimedia Tools and Applications, 2007, 33 : 13 - 29