By Associate Professor Nour Moustafa

Books

Abdel-Basset M; Moustafa N; Hawash H; Zomaya AY, 2024, Explainable Artificial Intelligence for Trustworthy Internet of Things, http://dx.doi.org/10.1049/PBPC068E

Abdel-Basset M; Moustafa N; Hawash H; Tari Z, 2023, Responsible Graph Neural Networks, http://dx.doi.org/10.1201/9781003329701

Abdel-Basset M; Moustafa N; Hawash H, 2022, Deep learning approaches for security threats in IoT environments, http://dx.doi.org/10.1002/9781119884170

Moustafa N, 2022, Digital Forensics in the Era of Artificial Intelligence, Taylor & Francis, http://dx.doi.org/10.1201/9781003278962

Ahmed M; Islam SR; Anwar A; Moustafa N; Pathan ASK, 2022, Preface

Abdel-Basset M; Moustafa N; Hawash H; Ding W, 2022, Preface i

Abdel-Basset M; Moustafa N; Hawash H; Ding W, 2022, Preface ii

Abdel-Basset M; Moustafa N; Hawash H; Ding W, 2022, Deep Learning Techniques for IoT Security and Privacy, Springer Nature, http://dx.doi.org/10.1007/978-3-030-89025-4

Gallagher M; Moustafa N; Lakshika E, 2020, Preface

Book Chapters

Dilini N; Sun N; Miao Y; Moustafa N, 2026, 'ST-Attention-XAI: Intrinsic Spatio-Temporal Explainability for IoT Intrusion Detection via Attention Analysis', in , pp. 388 - 413, http://dx.doi.org/10.1007/978-981-92-3015-0_18

Abdel-Basset M; Moustafa N; Hawash H; Ding W, 2022, 'Challenges, Opportunities, and Future Prospects', in Deep Learning Techniques for IoT Security and Privacy, pp. 229 - 257, http://dx.doi.org/10.1007/978-3-030-89025-4_10

Abdel-Basset M; Moustafa N; Hawash H; Ding W, 2022, 'Deep Reinforcement Learning for Secure Internet of Things', in Deep Learning Techniques for IoT Security and Privacy, pp. 203 - 213, http://dx.doi.org/10.1007/978-3-030-89025-4_8

Abdel-Basset M; Moustafa N; Hawash H; Ding W, 2022, 'Digital Forensics in Internet of Things', in Deep Learning Techniques for IoT Security and Privacy, pp. 113 - 130, http://dx.doi.org/10.1007/978-3-030-89025-4_4

Abdel-Basset M; Moustafa N; Hawash H; Ding W, 2022, 'Federated Learning for Privacy-Preserving Internet of Things', in Deep Learning Techniques for IoT Security and Privacy, pp. 215 - 228, http://dx.doi.org/10.1007/978-3-030-89025-4_9

Abdel-Basset M; Moustafa N; Hawash H; Ding W, 2022, 'Internet of Things Security Requirements, Threats, Attacks, and Countermeasures', in Deep Learning Techniques for IoT Security and Privacy, pp. 67 - 112, http://dx.doi.org/10.1007/978-3-030-89025-4_3

Abdel-Basset M; Moustafa N; Hawash H; Ding W, 2022, 'Internet of Things, Preliminaries and Foundations', in Deep Learning Techniques for IoT Security and Privacy, pp. 37 - 65, http://dx.doi.org/10.1007/978-3-030-89025-4_2

Abdel-Basset M; Moustafa N; Hawash H; Ding W, 2022, 'Introduction Conceptualization of Security, Forensics, and Privacy of Internet of Things: An Artificial Intelligence Perspective', in Deep Learning Techniques for IoT Security and Privacy, pp. 1 - 35, http://dx.doi.org/10.1007/978-3-030-89025-4_1

Abdel-Basset M; Moustafa N; Hawash H; Ding W, 2022, 'Semi-supervised Deep Learning for Secure Internet of Things', in Deep Learning Techniques for IoT Security and Privacy, pp. 181 - 202, http://dx.doi.org/10.1007/978-3-030-89025-4_7

Abdel-Basset M; Moustafa N; Hawash H; Ding W, 2022, 'Supervised Deep Learning for Secure Internet of Things', in Deep Learning Techniques for IoT Security and Privacy, pp. 131 - 166, http://dx.doi.org/10.1007/978-3-030-89025-4_5

Abdel-Basset M; Moustafa N; Hawash H; Ding W, 2022, 'Unsupervised Deep Learning for Secure Internet of Things', in Deep Learning Techniques for IoT Security and Privacy, pp. 167 - 180, http://dx.doi.org/10.1007/978-3-030-89025-4_6

Moustafa N, 2021, 'A Systemic IoT–Fog–Cloud Architecture for Big-Data Analytics and Cyber Security Systems', in Secure Edge Computing, Taylor & Francis, pp. 41 - 50, http://dx.doi.org/10.1201/9781003028635-4

Moustafa N; Hu J, 2020, 'Security and Privacy in 4G/LTE Network', in Encyclopedia of Wireless Networks, pp. 1265 - 1271, http://dx.doi.org/10.1007/978-3-319-78262-1_119

Moustafa N; Slay J, 2018, 'A Network Forensic Scheme Using Correntropy-Variation for Attack Detection', in Advances in Digital Forensics XIV, Springer, Cham, IFIP International Federation for Information Processing 2018, http://dx.doi.org/10.1007/978-3-319-99277-8_13

Moustafa NM; hu J, 2018, 'Security and Privacy in 4G/LTE Network', in Encyclopedia of Wireless Networks, Springer, Cham, http://dx.doi.org/10.1007/978-3-319-32903-1_119-1

Moustafa NM; Creech G; Slay J, 2017, 'Big Data Analytics for Intrusion Detection System: Statistical Decision-making using Finite Dirichlet Mixture Models', in Carrascosa IP; Kalutarage HK; Huang Y (ed.), Data Analytics and Decision Support for Cybersecurity, Springer, Cham, http://dx.doi.org/10.1007/978-3-319-59439-2_5

Journal articles

Aldysty AR; Moustafa N; Lakshika E, 2026, 'IIoT-VulnSet: A Comprehensive Dataset for Vulnerabilities and Attacks in Industrial IoT Protocols', IEEE Transactions on Big Data, 12, pp. 1923 - 1937, http://dx.doi.org/10.1109/TBDATA.2026.3707977

Shdefat A; El-Amine J; Elbasi E; El-Sayed F; Moustafa N, 2026, 'Generative AI-driven sensor fusion for missing-modality and open-set smartphone activity recognition', Discover Computing, 29, pp. 527, http://dx.doi.org/10.1007/s10791-026-10408-2

Jones L; Turnbull B; Moustafa N, 2026, 'DevSecTrust: Standardising How We Measure Software Development Security', Future Internet, 18, http://dx.doi.org/10.3390/fi18060279

Almarri S; Issa W; Keshk M; Turnbull B; Moustafa N, 2026, 'Cyberworthiness for Corporate Organisations: A Structured Review of Standards, Frameworks, and Future Directions', Electronics Switzerland, 15, http://dx.doi.org/10.3390/electronics15102133

Ferdowsi M; Moustafa N; Keshk M; Turnbull B, 2026, 'Trustworthy Intelligence: Split Learning–Embedded Large Language Models for Smart IoT Healthcare Systems', Electronics Switzerland, 15, pp. 1519, http://dx.doi.org/10.3390/electronics15071519

Scully T; Robson M; Sarhan M; Moustafa N; Chahl J, 2026, 'Software Defined Wide Area Networking for secure and resilient Unmanned Aerial Systems', Computers and Industrial Engineering, 213, http://dx.doi.org/10.1016/j.cie.2025.111741

Dilini N; Sun N; Miao Y; Moustafa N, 2026, 'A Comprehensive Review on Graph-Based Anomaly Detection: Approaches for Intrusion Detection', Applied Sciences Switzerland, 16, http://dx.doi.org/10.3390/app16041906

Issa W; Moustafa N; Turnbull B; Tari Z, 2026, 'LGP: Layerwise Gradient Purify for Robust Federated Learning Against Poisoning Attacks', IEEE Transactions on Dependable and Secure Computing, 23, pp. 175 - 192, http://dx.doi.org/10.1109/TDSC.2025.3604778

Luay M; Layeghy S; Noorbin N; Sarhan M; Kulatilleke G; Moustafa N; Portmann M, 2026, 'Time Matters: Temporal NetFlow Features for ML-Based Network Intrusion Detection', IEEE Access, 14, pp. 66899 - 66913, http://dx.doi.org/10.1109/ACCESS.2026.3688204

Issa W; Moustafa N; Turnbull B; Choo KKR, 2025, 'DT-BFL: Digital Twins for Blockchain-enabled Federated Learning in Internet of Things networks', Ad Hoc Networks, 178, http://dx.doi.org/10.1016/j.adhoc.2025.103934

Tan Z; Moustafa N; He X; Babaagba KO, 2025, 'Guest editorial: Big data technologies and applications in Web 3.0 – trends and challenges', International Journal of Web Information Systems, 21, pp. 325 - 326, http://dx.doi.org/10.1108/ijwis-08-2025-398

Salim S; Moustafa N; Turnbull B, 2025, 'Privacy preservation of Internet of Things–integrated social networks: a survey and future challenges', International Journal of Web Information Systems, 21, pp. 372 - 431, http://dx.doi.org/10.1108/IJWIS-04-2024-0120

Mohamed H; Koroniotis N; Schiliro F; Moustafa N, 2025, 'IoT-CAD: A comprehensive Digital Forensics dataset for AI-based Cyberattack Attribution Detection methods in IoT environments', Ad Hoc Networks, 174, http://dx.doi.org/10.1016/j.adhoc.2025.103840

Sobb T; Moustafa N; Turnbull B, 2025, 'Responsible Resilience in Cyber–Physical–Social Systems: A New Paradigm for Emergent Cyber Risk Modeling', Future Internet, 17, http://dx.doi.org/10.3390/fi17070282

Masud MT; Keshk M; Moustafa N; Turnbull B; Susilo W, 2025, 'Vulnerability defence using hybrid moving target defence in Internet of Things systems', Computers and Security, 153, http://dx.doi.org/10.1016/j.cose.2025.104380

Masud MT; Koroniotis N; Keshk M; Turnbull B; Kermanshahi SK; Moustafa N, 2025, 'Generative fuzzer-driven vulnerability detection in the Internet of Things networks', Applied Soft Computing, 174, http://dx.doi.org/10.1016/j.asoc.2025.112973

Salim S; Moustafa N; Turnbull B, 2025, 'BFL-SC: A blockchain-enabled federated learning framework, with smart contracts, for securing social media-integrated internet of things systems', Ad Hoc Networks, 169, http://dx.doi.org/10.1016/j.adhoc.2025.103760

Pakana F; Sohrabi N; Dong H; Tari Z; Moustafa N, 2025, 'ERT: Data placement based on estimated response time for P2P storage systems', Journal of Parallel and Distributed Computing, 197, http://dx.doi.org/10.1016/j.jpdc.2024.105022

Ding W; Abdel-Basset M; Ali AM; Moustafa N, 2025, 'Large language models for cyber resilience: A comprehensive review, challenges, and future perspectives', Applied Soft Computing, 170, http://dx.doi.org/10.1016/j.asoc.2024.112663

Aldysty AR; Moustafa N; Lakshika E, 2025, 'A Holistic Review of Fuzzing for Vulnerability Assessment in Industrial Network Protocols', IEEE Open Journal of the Communications Society, 6, pp. 4437 - 4461, http://dx.doi.org/10.1109/OJCOMS.2025.3569291

Salim S; Moustafa N; Reisslein M, 2025, 'Cybersecurity of Satellite Communications Systems: A Comprehensive Survey of the Space, Ground, and Links Segments', IEEE Communications Surveys and Tutorials, 27, pp. 372 - 425, http://dx.doi.org/10.1109/COMST.2024.3408277

Pasdar A; Koroniotis N; Keshk M; Moustafa N; Tari Z, 2025, 'Cybersecurity Solutions and Techniques for Internet of Things Integration in Combat Systems', IEEE Transactions on Sustainable Computing, 10, pp. 345 - 365, http://dx.doi.org/10.1109/TSUSC.2024.3443256

Masud MT; Keshk M; Moustafa N; Linkov I; Emge DK, 2025, 'Explainable Artificial Intelligence for Resilient Security Applications in the Internet of Things', IEEE Open Journal of the Communications Society, 6, pp. 2877 - 2906, http://dx.doi.org/10.1109/OJCOMS.2024.3413790

Mohamed H; Moustafa N; Koroniotis N; Tari Z; Zomaya A; Schiliro F, 2025, 'FedCAD: Federated Cyberattack Attribution Detection for Internet of Things Forensics', IEEE Transactions on Sustainable Computing, 10, pp. 1366 - 1377, http://dx.doi.org/10.1109/TSUSC.2025.3619037

Mohamed H; Koroniotis N; Moustafa N; Schiliro F; Zomaya AY, 2025, 'Harnessing Federated Learning for Digital Forensics in IoT: A Survey and Introduction to the IoT-LF Framework', IEEE Open Journal of the Communications Society, 6, pp. 3161 - 3191, http://dx.doi.org/10.1109/OJCOMS.2024.3492919

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