Human-in-the-loop Anomaly Detection and Contextual Intelligence for Enhancing Cybersecurity Management
Thomas Schaberreiter, Jerry Andriessen, Cinzia Cappiello, Alex Papanikolaou, Mirjam Pardijs
Abstract
Cybersecurity management is a sociotechnical problem comprising organisational knowledge management of humans and technology. Focusing on risk and incident management, we present our approach for enhancing cybersecurity awareness in organisations and ecosystems. By augmenting our cybersecurity awareness platform with human-in-the-loop anomaly detection and machine learning, we are able to handle the dynamics of organisational human activity, as well as the continuous developments in the cybersecurity domain. We illustrate the potential impact of our approach with a realistic example in the healthcare context- Anthology ID:
- 2024.nlpaics-1.15
- Volume:
- Proceedings of the First International Conference on Natural Language Processing and Artificial Intelligence for Cyber Security
- Month:
- July
- Year:
- 2024
- Address:
- Lancaster, UK
- Editors:
- Ruslan Mitkov, Saad Ezzini, Tharindu Ranasinghe, Ignatius Ezeani, Nouran Khallaf, Cengiz Acarturk, Matthew Bradbury, Mo El-Haj, Paul Rayson
- Venue:
- NLPAICS
- SIG:
- Publisher:
- International Conference on Natural Language Processing and Artificial Intelligence for Cyber Security
- Note:
- Pages:
- 127–136
- Language:
- URL:
- https://preview.aclanthology.org/fix-sig-urls/2024.nlpaics-1.15/
- DOI:
- Cite (ACL):
- Thomas Schaberreiter, Jerry Andriessen, Cinzia Cappiello, Alex Papanikolaou, and Mirjam Pardijs. 2024. Human-in-the-loop Anomaly Detection and Contextual Intelligence for Enhancing Cybersecurity Management. In Proceedings of the First International Conference on Natural Language Processing and Artificial Intelligence for Cyber Security, pages 127–136, Lancaster, UK. International Conference on Natural Language Processing and Artificial Intelligence for Cyber Security.
- Cite (Informal):
- Human-in-the-loop Anomaly Detection and Contextual Intelligence for Enhancing Cybersecurity Management (Schaberreiter et al., NLPAICS 2024)
- PDF:
- https://preview.aclanthology.org/fix-sig-urls/2024.nlpaics-1.15.pdf