Explainable machine learning in cybersecurity: A survey

F Yan, S Wen, S Nepal, C Paris… - … Journal of Intelligent …, 2022 - Wiley Online Library
… , explainable ML for cybersecurity has become a necessary and important research branch.
In this paper, we present the topic of explainable ML in cybersecurity … to solve cybersecurity

Explainable artificial intelligence for cyber threat intelligence (XAI-CTI)

S Samtani, H Chen, M Kantarcioglu… - … on Dependable and …, 2022 - ieeexplore.ieee.org
… oaches have motivated numerous researchers to develop explainable AI (XAI) techniques.
In … characteristics of cybersecurity data and the growing calls for advanced, explainable AI-…

Explainable artificial intelligence enabled intrusion detection technique for secure cyber-physical systems

L Almuqren, MS Maashi, M Alamgeer, H Mohsen… - Applied Sciences, 2023 - mdpi.com
… the field of explainable artificial intelligence have contributed … This study develops an
Explainable Artificial Intelligence … LIME for better understanding and explainability of the black-box …

Cybersecurity knowledge extraction using xai

A Šarčević, D Pintar, M Vranić, A Krajna - Applied Sciences, 2022 - mdpi.com
… In this research, explainable machine learning is used to extract information from the CIC-IDS2017
dataset and to critically contrast the knowledge attained by analyzing if–then decision …

Towards eXplainable Artificial Intelligence (XAI) in cybersecurity

E Lopez - 2024 - macsphere.mcmaster.ca
… by a proportional investment in cybersecurity, exposing … an Artificial Intelligence (AI)
information systems solution implemented in a mid-size organization facing significant cybersecurity

[HTML][HTML] Explainable AI for cybersecurity automation, intelligence and trustworthiness in digital twin: Methods, taxonomy, challenges and prospects

IH Sarker, H Janicke, A Mohsin, A Gill, L Maglaras - ICT Express, 2024 - Elsevier
… study of explainable AI (XAI) based cybersecurity modeling through … them in DT environments
in an intelligent manner. We discuss how … framework using explainable machine learning

Zero-shot learning approach to adaptive Cybersecurity using Explainable AI

D Rao, S Mane - arXiv preprint arXiv:2106.14647, 2021 - arxiv.org
Cybersecurity is a domain where there is constant change in patterns of attack, and we need
ways to make our Cybersecurity … DARPA's explainable artificial intelligence (XAI) program. …

Recent advances in trustworthy explainable artificial intelligence: Status, challenges, and perspectives

A Rawal, J McCoy, DB Rawat… - … Artificial Intelligence, 2021 - ieeexplore.ieee.org
… rise to research on Explainable Artificial Intelligence (XAI). … knowledge aided explainable
artificial intelligence for intrusion … approach to adaptive cybersecurity using explainable ai,” …

Explainable artificial intelligence (XAI) interactively working with humans as a junior cyber analyst

E Holder, N Wang - Human-Intelligent Systems Integration, 2021 - Springer
Artificial intelligence (AI) is at the core of the future of Army technology. The US Department
Cyber security analysis tools will be powered by state-of-the-art AI. Such AI will work …

Explainable AI for Cybersecurity

SR Sindiramutty, CE Tan, SP Lau… - … in Explainable AI …, 2024 - igi-global.com
… This chapter explores explainable AI (XAI) techniques as a solution to these challenges and
… application in cybersecurity. The chapter begins with an explanation of AI in cybersecurity, …