Explainable machine learning in cybersecurity: A survey-Reference-Cited by-同舟云学术

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Explainable machine learning in cybersecurity: A survey

Published:2022-11-03 Issue:12 Volume:37 Page:12305-12334
ISSN:0884-8173
Container-title:International Journal of Intelligent Systems
language:en
Short-container-title:Int J of Intelligent Sys

Author:

Yan Feixue¹²^ORCID,Wen Sheng¹,Nepal Surya²,Paris Cecile³,Xiang Yang¹

Affiliation:

1. School of Science, Computing and Engineering Technologies Swinburne University of Technology Melbourne Victoria Australia

2. Distributed Systems Security CSIRO's Data61 Sydney New South Wales Australia

3. Knowledge Discovery and Management CSIRO's Data61 Sydney New South Wales Australia

Publisher

Hindawi Limited

Subject

Artificial Intelligence,Human-Computer Interaction,Theoretical Computer Science,Software

Link

https://onlinelibrary.wiley.com/doi/pdf/10.1002/int.23088

Reference117 articles.

1. Machine Learning: Algorithms, Real-World Applications and Research Directions

2. Drebin: Effective and Explainable Detection of Android Malware in Your Pocket

3. McLaughlinN Martinez del RinconJ KangB et al.Deep android malware detection. In:Proceedings of the Seventh ACM on Conference on Data and Application Security and Privacy;2017:301‐308.

4. KuppaA GrzonkowskiS AsgharMR Le‐KhacNA.Finding rats in cats: detecting stealthy attacks using group anomaly detection. In:2019 18th IEEE International Conference on Trust Security and Privacy in Computing and Communications/13th IEEE International Conference on Big Data Science and Engineering (TrustCom/BigDataSE);2019:442‐449.

5. Machine Learning–based Cyber Attacks Targeting on Controlled Information

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1. Fair XIDS: Ensuring fairness and transparency in intrusion detection models;Concurrency and Computation: Practice and Experience;2024-08-26

2. Foundations of Cybersecurity;Advances in Information Security, Privacy, and Ethics;2024-08-21

3. Position: The Explainability Paradox - Challenges for XAI in Malware Detection and Analysis;2024 IEEE European Symposium on Security and Privacy Workshops (EuroS&PW);2024-07-08

4. Advanced insights through systematic analysis: Mapping future research directions and opportunities for xAI in deep learning and artificial intelligence used in cybersecurity;Neurocomputing;2024-07

5. Explainable AI for Cybersecurity;Advances in Computational Intelligence and Robotics;2024-01-18

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