Analyzing Threat Vectors in ICS Cyberattacks
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Abstract
The rise in cyberattacks on Industrial Control Systems (ICS) shows the need for enhanced security measures. Integrating diverse cybersecurity datasets is essential to provide a comprehensive view of the threat landscape. This paper presents an approach to automatically connect Common Weakness Enumeration (CWEs) and ICS-specific MITRE Adversarial Tactics, Techniques, and Common Knowledge (ATT&CK) techniques. We present studies on how embedding-based approaches such as SBERT and BERT and frequency-based approaches such as TF-IDF perform in detecting connections between ICS ATT&CK Techniques and CWEs. Furthermore, we employ advanced analytical methods to identify common attack patterns. We present three case studies to demonstrate the potential of embedding-based approaches for mapping multiple datasets. Our approach holds promise for detecting ICS weaknesses, showing how integrating expert knowledge and domain-specific data can be used for advanced threat analytics.
Publication details
- DOI
- 10.1109/bigdata59044.2023.10386468
- OpenAlex
- W4391094920
- Document type
- conference-paper
- Language
- EN
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