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
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