2022
- Cook, M., Paterson, C., Marnerides, A., K., Pezaros, D., "Anomaly Diagnosis in Cyber-Physical Systems", to appear in IEEE ICC 2022, Seoul, South Korea
2021
- A. Althobaiti, A. Jindal, A. K. Marnerides and U. Roedig, "Energy Theft in Smart Grids: A Survey on Data-Driven Attack Strategies and Detection Methods," in IEEE Access, vol. 9, pp. 159291-159312, 2021, doi: 10.1109/ACCESS.2021.3131220.
- Almazarqi, H., Marnerides, A., K., Mursch, T., Woodyard, M., Pezaros, D., "Profiling IoT Botnet Activity in the Wild" in IEEE GLOBECOM 2021, Madrid, Spain, (online), 2021
- Althobaiti, A., Jindal, A., Marnerides, A., K., "Data-driven Energy Theft Detection in Modern Power Grids", in ACM SIGEnergy e-Energy 2021, Turin, Italy, (online), 2021
- Mills, R., Marnerides, A., K., Broadbent, M., Race, N., "Practical Intrusion Detection of Emerging Threats", IEEE Transactions on Network R. Mills, A. K. Marnerides, M. Broadbent and N. Race, "Practical Intrusion Detection of Emerging Threats," in IEEE Transactions on Network and Service Management, doi: 10.1109/TNSM.2021.3091517
2020
- G. Mohi-Ud-Din, A. K. Marnerides, Q. Shi, C. Dobbins and A. MacDermott, "Deep COLA: A Deep COmpetitive Learning Algorithm for Future Home Energy Management Systems," in IEEE Transactions on Emerging Topics in Computational Intelligence, doi: 10.1109/TETCI.2020.3027300.
- Rotsos, C., Marnerides, A., Magzoub, A., Jindal, A., McCherry, P., Bor, M., Vidler, J., Hutchison, D., Ukko: Resilient DRES Management for Ancillary Services using 5G service orchestration, accepted to appear in IEEE SmartGridComm 2020
- Jindal, A., Kronawitter, J., Kühn, R., Bor, M., de Meer, H., Gouglidis, A., Hutchison, D., Marnerides, A., Scott, A., & Mauthe, A. (Accepted/In press). A Flexible ICT Architecture to Support Ancillary Services in Future Electricity Distribution Networks: An Accounting Use Case for DSOs. Energy Informatics.
- Althobaiti, A., Jindal, A., & Marnerides, A. (Accepted/In press). SCADA-agnostic Power Modelling for Distributed Renewable Energy Sources. In 21st IEEE INTERNATIONAL SYMPOSIUM ON A WORLD OF WIRELESS, MOBILE AND MULTIMEDIA NETWORKS IEEE.
- Dvir, A., Marnerides, A., Dubin, R., Golan, N., & Hajaj, C. (2020). Encrypted Video Traffic Clustering Demystified. Elsevier Computers and Security. https://doi.org/10.1016/j.cose.2020.101917
- Ciholas, P., Such, J., Marnerides, A., Green, B., Zhang, J., & Roedig, U. (Accepted/In press). Fast and Furious: Outrunning Windows Kernel Notification Routines from User-Mode. In The 17th Conference on Detection of Intrusions and Malware & Vulnerability Assessment (DIMVA 2020) Springer.
- Jindal, A., Schaeffer-Filho, A., Marnerides, A., Smith, P., Mauthe, A., & Granville, L. (2020). Tackling Energy Theft in Smart Grids through Data-driven Analysis. In 2020 International Conference on Computing, Networking and Communications (ICNC) (pp. 410-414). IEEE. https://doi.org/10.1109/ICNC47757.2020.9049793
- Dwyer, O., Marnerides, A., Giotsas, V., & Mursch, T. (2020). Profiling IoT-based Botnet Traffic using DNS. In 2019 IEEE Global Communications Conference (GLOBECOM) (pp. 1-6). IEEE. https://doi.org/10.1109/GLOBECOM38437.2019.9014300
- Possebon, I., da Silva, A., Granville, L., Schaeffer-Filho, A., & Marnerides, A. (2020). Improved Network Traffic Classification Using Ensemble Learning. In IEEE Symposium on Computers and Communications (ISCC) 2019 (pp. 1-6). IEEE. https://doi.org/10.1109/ISCC47284.2019.8969637
2019
- Jindal, A., Marnerides, A., Scott, A., & Hutchison, D. (2019). Identifying Security Challenges in Renewable Energy Systems: A Wind Turbine Case Study. In ACM e-Energy '19 Proceedings of the Tenth ACM International Conference on Future Energy Systems,,ACM. https://doi.org/10.1145/3307772.3330154
- Bor, M., Marnerides, A., Molineux, A., Wattam, S., & Roedig, U. (2019). Adversarial Machine Learning in Smart Energy Systems. In ACM e-Energy '19 Proceedings of the Tenth ACM International Conference on Future Energy Systems. ACM. https://doi.org/10.1145/3307772.3330171
- Marnerides, A., Giotsas, V., & Mursch, T. (2019). Identifying infected energy systems in the wild. In ACM e-Energy 2019 - Proceedings of the 10th ACM International Conference on Future Energy Systems. ACM. https://doi.org/10.1145/3307772.3328305
- Jindal, A., Marnerides, A., Gouglidis, A., Mauthe, A. U., & Hutchison, D. (2019). Communication standards for distributed renewable energy sources integration in future electricity distribution networks. In ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (pp. 8390-8393). IEEE. https://doi.org/10.1109/ICASSP.2019.8682207
- Dvir, A., Marnerides, A., Dubin, R., & Golan, N. (2019). Clustering the Unknown - The Youtube Case. In IEEE International Conference on Computing, Networking and Communications (IEEE ICNC 2019) (pp. 402-407). IEEE. https://doi.org/10.1109/ICCNC.2019.8685364
- Hashem Eiza, M., Shi, Q., Marnerides, A., Owens, T., & Ni, Q. (2019). Efficient, Secure and Privacy-Preserving PMIPv6 Protocol for V2G Networks. IEEE Transactions on Vehicular Technology, 68(1), 19-33. https://doi.org/10.1109/TVT.2018.2880834
2018
- Simpson, S., Shirazi, S. N., Marnerides, A., Jouet, S., Pezaros, D., & Hutchison, D. (2018). An Inter-domain Collaboration Scheme to Remedy DDoS Attacks in Computer Networks. IEEE Transactions on Network and Service Management, 15(3), 879-893. https://doi.org/10.1109/TNSM.2018.282893
- Marnerides, A., Pezaros, D., & Hutchison, D. (2018). Internet traffic characterisation: Third-order statistics & higher-order spectra for precise traffic modelling. Computer Networks, 134, 183-201. https://doi.org/10.1016/j.comnet.2018.01.050
- Ud Din, G. M., Mauthe, A. U., & Marnerides, A. (2018). Appliance-level Short-term Load Forecasting using Deep Neural Networks. In 2018 International Conference on Computing, Networking and Communications (ICNC) (pp. 53-57). IEEE. https://doi.org/10.1109/ICCNC.2018.8390366
- Koutsakis, P., Spachos, P., & Marnerides, A. (2018). Guest Editorial: Body Sensor Networks. IET Wireless Sensor Systems, 8(1), 1-2. https://doi.org/10.1049/iet-wss.2017.0162
2017
- Boukoros, S., Nugaliyadde, A., Marnerides, A., Vassilakis, C., Koutsakis, P., & Wai Wong, K. (2017). Modeling Server Workloads for Campus Email Traffic Using Recurrent Neural Networks. In D. Liu, S. Xie, Y. Li, D. Zhou, & E. S. El-Alfy (Eds.), Neural Information Processing. ICONIP 2017 (pp. 57-66). (Lecture Notes in Computer Science; Vol. 10638). Springer. https://doi.org/10.1007/978-3-319-70139-4_6
- Kolomvatsos, K., Anagnostopoulos, C., Marnerides, A., Ni, Q., Hadjiefthymiades, S., & Pezaros, D. (2017). Uncertainty-driven Ensemble Forecasting of QoS in Software Defined Networks. In Computers and Communications (ISCC), 2017 IEEE Symposium on IEEE. https://doi.org/10.1109/ISCC.2017.8024701
- Iordache, M., Jouet, S., Marnerides, A., & Pezaros, D. (2017). Distributed, multi-level network anomaly detection for datacentre networks. In IEEE International Conference on Communications (ICC) 2017 IEEE. https://doi.org/10.1109/ICC.2017.7996569
- White, K., Denney, E., Knudson, M. D., Marnerides, A., & Pezaros, D. (2017). A programmable SDN+NFV-based architecture for UAV telemetry monitoring. In 2017 14th IEEE Annual Consumer Communications & Networking Conference (CCNC) (pp. 522-527). IEEE. https://doi.org/10.1109/CCNC.2017.7983162
- Ariffin, M. A. M., Marnerides, A., & Mauthe, A. U. (2017). Multi-level resilience in networked environments: concepts and principles. In 2017 14th IEEE Annual Consumer Communications & Networking Conference (CCNC) (pp. 272-275). IEEE. https://doi.org/10.1109/CCNC.2017.7983118
- Ud Din, G. M., & Marnerides, A. (2017). Short term power load forecasting using Deep Neural Networks. In 2017 International Conference on Computing, Networking and Communications (ICNC) IEEE.
- Marnerides, A., Pezaros, D., Jose, J., Mauthe, A. U., & Hutchison, D. (2017). A Situation Aware Information Infrastructure (SAI^2) Framework. In O. Gaggi, P. Manzoni, C. Palazzi, A. Bujari, & J. Marquez-Barja (Eds.), Smart Objects and Technologies for Social Good Second International Conference, GOODTECHS 2016, Venice, Italy, November 30 – December 1, 2016, Proceedings (pp. 186-194). (Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering; Vol. 195). Springer. https://doi.org/10.1007/978-3-319-61949-1_20
2016
- Hashem-Eiza, M., Shi, Q., Marnerides, A., & Owens, T. (2016). Secure and privacy-aware proxy mobile IPv6 protocol for vehicle-to-grid networks. In 2016 IEEE International Conference on Communications (ICC) [7510934] IEEE. https://doi.org/10.1109/ICC.2016.7510934
- Watson, M., Shirazi, S. N. U. H., Marnerides, A., Mauthe, A. U., & Hutchison, D. (2016). Malware detection in cloud computing infrastructures. IEEE Transactions on Dependable and Secure Computing, 13(2), 192-205. https://doi.org/10.1109/TDSC.2015.2457918
- Marnerides, A., & Mauthe, A. U. (2016). Analysis and characterisation of botnet scan traffic. In 2016 International Conference on Computing, Networking and Communications (ICNC) (pp. 1-7). IEEE. https://doi.org/10.1109/ICCNC.2016.7440627
2015
- Granby, B., Askwith, R., & Marnerides, A. (2015). SDN-PANDA: Software-Defined Network Platform for ANomaly Detection Applications. In 2015 IEEE 23rd International Conference on Network Protocols (ICNP) (pp. 463-466). (2015 IEEE 23rd International Conference on Network Protocols (ICNP)). IEEE. https://doi.org/10.1109/ICNP.2015.58
- da Silva, A., Wickboldt, J., Schaeffer-Filho, A., Marnerides, A., & Mauthe, A. U. (2015). Tool support for the evaluation of anomaly traffic classification for network resilience. In Proceedings of 20th IEEE Symposium on Computers and Communications, ISCC2015 (pp. 514-519). IEEE. https://doi.org/10.1109/ISCC.2015.7405566
- Marnerides, A., Malinowski, S., Morla, R., & Kim, H. S. (2015). Fault diagnosis in DSL networks using support vector machines. Computer Communications, 62, 72-84. https://doi.org/10.1016/j.comcom.2015.01.006
- Marnerides, A., Bhandari, A., Murthy, H., & Mauthe, A. U. (2015). A multi-level resilience framework for unified networked environments. In Integrated Network Management (IM), 2015 IFIP/IEEE International Symposium on (pp. 1369-1372). IEEE. https://doi.org/10.1109/INM.2015.7140498
- Marnerides, A., Spachos, P., Chatzimisios, P., & Mauthe, A. U. (2015). Malware detection in the cloud under ensemble empirical mode decomposition. In Proceedings of 6th International Conference on Computing, Networking and Communications, IEEE ICNC 2015 (pp. 82-88). IEEE. https://doi.org/10.1109/ICCNC.2015.7069320
- Marnerides, A., Schaeffer-Filho, A., Smith, P., & Mauthe, A. (2015). Power consumption profiling using energy time-frequency distributions in smart grids. IEEE Communications Letters, 19(1), 46-49. https://doi.org/10.1109/LCOMM.2014.2371035
- Marnerides, A. (2015). Anomaly detection in cloud environments. In Resource Management of Mobile Cloud Computing Networks and Environments (pp. 43-67). IGI Global. https://doi.org/10.4018/978-1-4666-8225-2.ch003
2014
- Marnerides, A., Schaeffer-Filho, A., & Mauthe, A. (2014). Traffic anomaly diagnosis in Internet backbone networks: a survey. Computer Networks, 73, 224-243. https://doi.org/10.1016/j.comnet.2014.08.007
- Shirazi, S. N. U. H., Simpson, S., Marnerides, A., Watson, M., Mauthe, A., & Hutchison, D. (2014). Assessing the impact of intra-cloud live migration on anomaly detection. In Proceedings of 3rd IEEE International Conference on Cloud Networking, IEEE CloudNet 2014 (pp. 52-57). IEEE. https://doi.org/10.1109/CloudNet.2014.6968968
- Spachos, P., Marnerides, A., & Hatzinakos, D. (2014). Content Relevance Opportunistic Routing for Wireless Multimedia Sensor Networks. In 2014 IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS) (pp. 263-268). IEEE. https://doi.org/10.1109/INFCOMW.2014.6849242
- Watson, M. R., Shirazi, S. N. U. H., Marnerides, A. K., Mauthe, A., & Hutchison, D. (2014). Towards a distributed, self-organising approach to malware detection in cloud computing. In W. Elmenreich, F. Dressler, & V. Loreto (Eds.), Self-organizing systems : 7th IFIP TC 6 International Workshop, IWSOS 2013, Palma de Mallorca, Spain, May 9-10, 2013, Revised Selected Papers (pp. 182-185). (Lecture Notes in Computer Science; Vol. 8221). Springer Verlag. https://doi.org/10.1007/978-3-642-54140-7_19
2013
- Marnerides, A., Watson, M., Shirazi, S. N. U. H., Mauthe, A., & Hutchison, D. (2013). Malware analysis in cloud computing: network and system characteristics. In Globecom Workshops (GC Wkshps), 2013 IEEE (pp. 482-487). IEEE. https://doi.org/10.1109/GLOCOMW.2013.6825034
- Marnerides, A., Malinowski, S., Morla, R., Rodrigues, M. R. D., & Kim, H. S. (2013). On the comprehension of DSL SyncTrap events in IPTV networks. In 2013 IEEE Symposium on Computers and Communications (ISCC) (pp. 670-675). IEEE. https://doi.org/10.1109/ISCC.2013.6755025
- Shirazi, S. N. U. H., Watson, M., Marnerides, A., Mauthe, A., & Hutchison, D. (2013). A multilevel approach towards challenge detection in cloud computing. In Cyberpatterns 2013 : Proceedings of the Second International Workshop on Cyberpatterns (pp. 103-107). Oxford Brookes University.
- Marnerides, A., Pezaros, D., Kim, H., & Hutchison, D. (2013). Internet traffic classification using energy time-frequency distributions. In 2013 IEEE International Conference on Communications (ICC) (pp. 2513-2518). IEEE. https://doi.org/10.1109/ICC.2013.6654911
2012
- Marnerides, A., Malinowski, S., Morla, R., Rodrigues, M. R. D., & Kim, H. S. (2012). Towards the improvement of diagnostic metrics Fault diagnosis for DSL-Based IPTV networks using the Rényi entropy. In 2012 IEEE Global Communications Conference (GLOBECOM) (pp. 2779-2784). (2012 IEEE Global Communications Conference). IEEE. https://doi.org/10.1109/GLOCOM.2012.6503537
2011
- Marnerides, A. (2011). On characterisation and decomposition of internet traffic dynamics. Lancaster University.
2010
- Marnerides, A., Pezaros, D. , Jakeman, M. and Hutchison, D. (2010) Remediating anomalous traffic behaviour in autonomic networked environments. In: International Workshop on Autonomic Networking and Self-Management in the Access Networks, 5th International Conference on Access Networks (ICST ACCESSNETS), Budapest, Hungary, 3-5 November 2010
- Marnerides, A., Pezaros, D. P., & Hutchison, D. (2010). Autonomic diagnosis of anomalous network traffic.. 11th IEEE WoWMoM Conference Autonomic and Opportunistic Communications Workshop 2010, Montreal, Canada, . https://doi.org/10.1109/WOWMOM.2010.5534933
2009
- Marnerides, A., Pezaros, D. P., Kim, H., & Hutchison, D. (2009). Unsupervised two-class & multi-class support vector machines for abnormal traffic characterization.. Passive and Active Measurements (PAM) Conference Student Workshop 2009, Seoul, South Korea,
2008
- Marnerides, A., Pezaros, D. P., & Hutchison, D. (2008). Detection and mitigation of abnormal traffic behaviour in autonomic networked environments. In CoNEXT '08 Proceedings of the 2008 ACM CoNEXT Conference [51] ACM. https://doi.org/10.1145/1544012.1544063
- Marnerides, A., Pezaros, D., & Hutchison, D. (2008). Flash Crowd Detection within the realms of an Internet Service Provider (ISP). Paper presented at The 9th Annual Postgraduate Symposium on the Convergence of Telecommunications, Networking and Broadcasting, Liverpool, UK, .
White Papers/Patents
- Marnerides, A., Prince, D., Couzins, J., Mills, R., Giotsas, V., McEvatt, P., Markham, D., & Irvine, C. (2019). FUJITSU White Paper: Cyber Threat Lab. FUJITSU .
- El-Moussa, F., Mauthe, A. U., Marnerides, A., & Watson, M. (2017). Malware detection in migrated virtual machines. (Patent No. 20170351861).
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