Dr Angelos Marnerides

  • Honorary Senior Lecturer (School of Computing Science)

Biography

Dr. Angelos K. Marnerides is Senior Lecturer (Associate Professor) in the School of Computing Science (SoCS) at the University of Glasgow (UofG) leading the Glasgow Cyber Defence Group and coordinating all cybersecurity research activities across all the research sections at UofG SoCS. Angelos' research is in applied cybersecurity and resilience for large-scale networked systems. More specifically, his research revolves around the formalisation, design and implementation of measurement-based security and resilience mechanisms addressing challenges resulted by the intersection of the Internet and the Internet of Things (IoT) with cyber-physical systems that were traditionally isolated (e.g., Critical National Infrastructures). His research philosophy is in designing secure and resilient systems with strong theoretical foundations and in providing practical, data-driven implementations that are deployable in the real world. Prior to that he was a Lecturer (Assistant Professor) in the School of Computing and Communications at Lancaster University and the founding director of the innovative Digital Infrastructure Defense (i-DID) group leading the activities of 11 researchers. His research has received significant funding from the industry (e.g., Fujitsu, BAE, Raytheon), governmental bodies (e.g., EU, IUK, EPSRC) and he has been invited to serve as an expert reviewer for grant proposals for a number of research councils such as the  UK EPSRC, the Chilean research commission, the Israel Innovation Authority and the Polish National Science Centre as well as for research exercise frameworks such as the Hong Kong Research Assessment Exercise (RAE). In addition, Angelos is a full member of the UK Research & Innovation (UKRI) Future Leaders Fellowships Peer Review College. He has been a member of the IEEE and the ACM since 2007 and served as a Technical Program Committee (TPC) member, TPC track and workshop co-chair and organiser for several top IEEE and IFIP conferences including IEEE ICC, IEEE GLOBECOM, IEEE INFOCOM, IEEE CCNC, IFIP Networking, IEEE WoWMoM, and IEEE GLOBALSIP leading him to receive IEEE ComSoc contribution awards in 2016 and 2018. He holds an MSc ('07) and PhD ('11) in Computer Science from Lancaster University and held postdoctoral and visiting researcher positions at Carnegie Mellon University (USA), University of Porto (Portugal), Lancaster University (UK) and University College London (UK).

 

For more updated information, please visit : http://www.dcs.gla.ac.uk/~akm/

Research interests

Internet measurements, security and network management:

  • Detection/profiling of large-scale IoT-based botnets
  • Malware detection
  • Anomaly detection for backbone Internet traffic
  • Cyber threat intelligence using Internet measurements
  • Programmable security and resilience in large networked environments

Internet of Things (IoT), Industrial IoT & Smart Grid cybersecurity:

  • Anomaly detection for smart energy systems
  • Industrial Control Systems security
  • Distributed Renewable Energy Sources (DRES) network security
  • Secure monitoring of EV battery packs
  • Energy theft in modern power grids

 

Publications

List by: Type | Date

Jump to: 2024 | 2023 | 2022 | 2021 | 2020 | 2019 | 2018 | 2017 | 2016 | 2015 | 2014 | 2013 | 2012 | 2011 | 2010 | 2009 | 2008
Number of items: 53.

2024

Almazarqi, H. A. , Woodyard, M. and Marnerides, A. K. (2024) Macroscopic Insights of IoT Botnet Dynamics via AS-level Tolerance Assessment. In: IEEE International Conference on Communications (ICC 2024), Denver, Colorado, USA, 09-13 Jun 2024, (Accepted for Publication)

2023

Feng, K., Cook, M. M. and Marnerides, A. K. (2023) Sizzler: Sequential fuzzing in Ladder diagrams for vulnerability detection and discovery in Programmable Logic Controllers. IEEE Transactions on Information Forensics and Security, (doi: 10.1109/TIFS.2023.3340615) (Early Online Publication)

Almazarqi, H. A. , Woodyard, M., Mursch, T., Pezaros, D. and Marnerides, A. K. (2023) Tracking IoT P2P Botnet Loaders in the Wild. In: ICC 2023 - IEEE International Conference on Communications, Rome, Italy, 28 May - 01 Jun 2023, pp. 5916-5921. ISBN 9781538674628 (doi: 10.1109/ICC45041.2023.10279593)

Cook, M. M. , Marnerides, A. K. and Pezaros, D. P. (2023) PLCPrint: fingerprinting memory attacks in programmable logic controllers. IEEE Transactions on Information Forensics and Security, (doi: 10.1109/TIFS.2023.3277688) (Early Online Publication)

Cook, M. M. , Marnerides, A. K. , Johnson, C. and Pezaros, D. (2023) A survey on industrial control system digital forensics: challenges, advances and future directions. IEEE Communications Surveys and Tutorials, (doi: 10.1109/COMST.2023.3264680) (Early Online Publication)

2022

Almazarqi, H. A. , Woodyard, M., Mursch, T., Pezaros, D. and Marnerides, A. K. (2022) Macroscopic Analysis of IoT Botnets. In: 2022 IEEE Global Communications Conference (GLOBECOM), Rio de Janeiro, Brazil, 04-08 Dec 2022, pp. 2674-2678. ISBN 9781665435406 (doi: 10.1109/GLOBECOM48099.2022.10001223)

Cook, M. , Paterson, C., Marnerides, A. K. and Pezaros, D. (2022) Anomaly Diagnosis in Cyber-Physical Systems. In: ICC 2022 - IEEE International Conference on Communications, Seoul, South Korea, 16-20 May 2022, ISBN 9781538683484 (doi: 10.1109/ICC45855.2022.9838968)

Stocker, A., Alshawish, A., Bor, M., Vidler, J., Gouglidis, A., Scott, A., Marnerides, A. , De Meer, H. and Hutchison, D. (2022) An ICT architecture for enabling ancillary services in Distributed Renewable Energy Sources based on the SGAM framework. Energy Informatics, 5, 5. (doi: 10.1186/s42162-022-00189-5)

Jindal, A., Marnerides, A. K. , Spachos, P. and Dvir, A. (2022) Guest editorial: Smart computing for smart cities. IET Smart Cities, 4(1), pp. 1-2. (doi: 10.1049/smc2.12024)

2021

Almazarqi, H. A. , Marnerides, A. , Mursch, T., Woodyard, M. and Pezaros, D. (2021) Profiling IoT Botnet Activity in the Wild. In: 2021 IEEE Global Communications Conference (GLOBECOM), Madrid, Spain, 07-11 Dec 2021, ISBN 9781728181042 (doi: 10.1109/GLOBECOM46510.2021.9686012)

2020

Dvir, A., Marnerides, A. K. , Dubin, R., Golan, N. and Hajaj, C. (2020) Encrypted video traffic clustering demystified. Computers and Security, 96, 101917. (doi: 10.1016/j.cose.2020.101917)

Jindal, A., Marnerides, A. and Mauthe, A. (2020) Tackling energy theft in smart grids through data-driven analysis. In: International Conference on Computing, Networking and Communications (ICNC 2020)), Big Island, HI, USA, 17-20 February 2020, pp. 410-414. ISBN 9781728149059 (doi: 10.1109/ICNC47757.2020.9049793)

2019

Marnerides, A. K. , Prince, D., Couzins, J., Mills, R., Giostas, V., McEvatt, P., Markham, D. and Irvine, C. (2019) FUJITSU White Paper: Cyber Threat Lab. Working Paper. FUJITSU.

Possebon, I. P., Silva, A. S., Granville, L. Z., Schaeffer-Filho, A. and Marnerides, A. (2019) Improved Network Traffic Classification Using Ensemble Learning. In: 2019 IEEE Symposium on Computers and Communications (ISCC), Barcelona, Spain, 29 Jun - 03 Jul 2019, ISBN 9781728129990 (doi: 10.1109/ISCC47284.2019.8969637)

Bor, M. C., Marnerides, A. K. , Molineux, A., Wattam, S. and Roedig, U. (2019) Adversarial Machine Learning in Smart Energy Systems. e-Energy '19: Proceedings of the Tenth ACM International Conference on Future Energy Systems, Phoenix AZ, USA, June 2019. (doi: 10.1145/3307772.3330171)

Jindal, A., Marnerides, A. K. , Scott, A. and Hutchison, D. (2019) Identifying Security Challenges in Renewable Energy Systems. e-Energy '19: Proceedings of the Tenth ACM International Conference on Future Energy Systems, Phoenix AZ, USA, June 2019. (doi: 10.1145/3307772.3330154)

Jindal, A., Marnerides, A. K. , Gouglidis, A., Mauthe, A. and 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), Brighton UK, 12-17 May 2019, ISBN 9781479981311 (doi: 10.1109/ICASSP.2019.8682207)

Dvir, A., Marnerides, A. K. , Dubin, R. and Golan, N. (2019) Clustering the Unknown - The Youtube Case. In: 2019 International Conference on Computing, Networking and Communications (ICNC), Honolulu, HI, USA, 18-21 Feb 2019, pp. 402-407. ISBN 9781538692233 (doi: 10.1109/ICCNC.2019.8685364)

Eiza, M. H., Shi, Q., Marnerides, A. K. , Owens, T. and Ni, Q. (2019) Efficient, secure, and privacy-preserving PMIPv6 protocol for V2G networks. IEEE Transactions on Vehicular Technology, 68(1), pp. 19-33. (doi: 10.1109/TVT.2018.2880834)

Dwyer, O. P., Marnerides, A. K. , Giotsas, V. and Mursch, T. (2019) Profiling IoT-based Botnet Traffic Using DNS. In: 2019 IEEE Global Communications Conference (GLOBECOM), Waikoloa, HI, USA, 9-13 Dec 2019, ISBN 9781728109626 (doi: 10.1109/GLOBECOM38437.2019.9014300)

Marnerides, A. K. , Giotsas, V. and Mursch, T. (2019) Identifying Infected Energy Systems in the Wild. In: e-Energy '19: Proceedings of the Tenth ACM International Conference on Future Energy Systems, Phoenix AZ, USA, 25-28 June 2019, pp. 263-267. (doi: 10.1145/3307772.3328305)

2018

Koutsakis, P., Spachos, P. and Marnerides, A. (2018) Guest editorial: body sensor networks. IET Wireless Sensor Systems, 8(1), pp. 1-2. (doi: 10.1049/iet-wss.2017.0162)

Din, G. M. U., Mauthe, A. U. and Marnerides, A. K. (2018) Appliance-level Short-term Load Forecasting using Deep Neural Networks. In: 2018 International Conference on Computing, Networking and Communications (ICNC), Maui, HI, USA, 5-8 March 2018, pp. 53-57. ISBN 9781538636527 (doi: 10.1109/ICCNC.2018.8390366)

2017

British Telecommunications PLC (2017) Malware detection in migrated virtual machines. .

Boukoros, S., Nugaliyadde, A., Marnerides, A. , Vassilakis, C., Koutsakis, P. and Wong, K. W. (2017) Modeling server workloads for campus email traffic using recurrent neural networks. In: Liu, D., Xie, S., Li, Y., Zhao, D. and El-Alfy, E.-S. M. (eds.) Neural Information Processing: 24th International Conference, ICONIP 2017, Guangzhou, China, November 14–18, 2017, Proceedings, Part V. Series: Lecture notes in computer science (10638). Springer: Cham, pp. 57-66. ISBN 9783319701387 (doi: 10.1007/978-3-319-70139-4_6)

Kolomvatsos, K., Anagnostopoulos, C. , Marnerides, A. K. , Ni, Q., Hadjiefthymiades, S. and Pezaros, D. (2017) Uncertainty-driven Ensemble Forecasting of QoS in Software Defined Networks. In: 22nd IEEE Symposium on Computers and Communication (ISCC 2017), Heraklion Crete, Greece, 03-06 Jul 2017, (doi: 10.1109/ISCC.2017.8024701)

Din, G. M. U. and Marnerides, A. K. (2017) Short Term Power Load forecasting Using Deep Neural Networks. In: 2017 International Conference on Computing, Networking and Communications (ICNC), Silicon Valley, CA, USA, 26-29 Jan 2017, ISBN 9781509045884 (doi: 10.1109/iccnc.2017.7876196)

Ariffin, M. A. M., Marnerides, A. K. and Mauthe, A. U. (2017) Multi-Level Resilience in Networked Environments: Concepts & Principles. In: 2017 14th IEEE Annual Consumer Communications & Networking Conference (CCNC), Las Vegas, NV, USA, 8-11 Jan 2017, pp. 272-275. ISBN 9781509061969 (doi: 10.1109/CCNC.2017.7983118)

2016

Eiza, M. H., Shi, Q., Marnerides, A. and Owens, T. (2016) Secure and Privacy-aware Proxy Mobile IPv6 Protocol for Vehicle-to-grid Networks. In: 2016 IEEE International Conference on Communications (ICC), Kuala Lumpur, Malaysia, 22-27 May 2016, ISBN 9781479966646 (doi: 10.1109/ICC.2016.7510934)

Watson, M. R., Shirazi, N.-u.-h., Marnerides, A. K. , Mauthe, A. and Hutchison, D. (2016) Malware detection in cloud computing infrastructures. IEEE Transactions on Dependable and Secure Computing, 13(2), pp. 192-205. (doi: 10.1109/TDSC.2015.2457918)

Marnerides, A. and Mauthe, A. (2016) Analysis and Characterisation of Botnet Scan Traffic. In: 2016 International Conference on Computing, Networking and Communications (ICNC), Kauai, Hawaii, USA, 15-18 Feb 2016, (doi: 10.1109/ICCNC.2016.7440627)

2015

Granby, B. R., Askwith, B. and Marnerides, A. K. (2015) SDN-PANDA: Software-Defined Network Platform for ANomaly Detection Applications. In: 2015 IEEE 23rd International Conference on Network Protocols (ICNP), San Francisco, CA, USA, 10-13 Nov 2015, pp. 463-466. ISBN 9781467382953 (doi: 10.1109/ICNP.2015.58)

Santos da Silva, A., Wickboldt, J. A., Schaeffer-Filho, A., Marnerides, A. K. and Mauthe, A. (2015) Tool Support for the Evaluation of Anomaly Traffic Classification for Network Resilience. In: 2015 IEEE Symposium on Computers and Communication (ISCC), Larnaca, Cyprus, 06-09 Jul 2015, pp. 514-519. ISBN 9781467371940 (doi: 10.1109/ISCC.2015.7405566)

Marnerides, A.K. , Malinowski, S., Morla, R. and Kim, H.S. (2015) Fault diagnosis in DSL networks using support vector machines. Computer Communications, 62, pp. 72-84. (doi: 10.1016/j.comcom.2015.01.006)

Marnerides, A. K. , Smith, P., Schaeffer-Filho, A. and Mauthe, A. (2015) Power consumption profiling using energy time-frequency distributions in smart grids. IEEE Communications Letters, 19(1), pp. 46-49. (doi: 10.1109/LCOMM.2014.2371035)

Marnerides, A. K. (2015) Anomaly detection in cloud environments. In: Mastorakis, G., Mavromoustakis, C. X. and Pallis, E. (eds.) Resource Management of Mobile Cloud Computing Networks and Environments. Series: Advances in systems analysis, software engineering, and high performance computing (ASASEHPC). Information Science Reference: Hershey, PA, pp. 43-67. ISBN 9781466682252 (doi: 10.4018/978-1-4666-8225-2.ch003)

Marnerides, A. K. , Bhandari, A., Murthy, H. and Mauthe, A. U. (2015) A Multi-Level Resilience Framework for Unified Networked Environments. In: 2015 IFIP/IEEE International Symposium on Integrated Network Management (IM), Ottawa, ON, Canada, 11-15 May 2015, pp. 1369-1372. ISBN 9781479982417 (doi: 10.1109/INM.2015.7140498)

Marnerides, A. K. , Spachos, P., Chatzimisios, P. and Mauthe, A. U. (2015) Malware Detection in the Cloud Under Ensemble Empirical Mode Decomposition. In: 2015 International Conference on Computing, Networking and Communications (ICNC), Garden Grove, CA, USA, 16-19 Feb 2015, pp. 82-88. ISBN 9781479969593 (doi: 10.1109/ICCNC.2015.7069320)

2014

Marnerides, A.K. , Schaeffer-Filho, A. and Mauthe, A. (2014) Traffic anomaly diagnosis in Internet backbone networks: a survey. Computer Networks, 73, pp. 224-243. (doi: 10.1016/j.comnet.2014.08.007)

Watson, M. R., Shirazi, N.-u.-H., Marnerides, A. K. , Mauthe, A. and Hutchison, D. (2014) Towards a distributed, self-organising approach to malware detection in cloud computing. In: Elmenreich, W., Dressler, F. and Loreto, V. (eds.) Self-Organizing Systems: 7th IFIP TC 6 International Workshop, IWSOS 2013, Palma de Mallorca, Spain, May 9-10, 2013, Revised Selected Papers. Series: Lecture notes in computer science (8221). Springer: Berlin, pp. 182-185. ISBN 9783642541391 (doi: 10.1007/978-3-642-54140-7_19)

Shirazi, N.-u.-h., Simpson, S., Marnerides, A. K. , Watson, M., Mauthe, A. and Hutchison, D. (2014) Assessing the Impact of Intra-Cloud Live Migration on Anomaly Detection. In: 2014 IEEE 3rd International Conference on Cloud Networking (CloudNet), Luxembourg, 08-10 Oct 2014, pp. 52-57. ISBN 9781479927302 (doi: 10.1109/CloudNet.2014.6968968)

Spachos, P., Marnerides, A. K. and Hatzinakos, D. (2014) Content Relevance Opportunistic Routing for Wireless Multimedia Sensor Networks. In: 2014 IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS), Toronto, ON, Canada, 27 Apr - 02 May 2014, pp. 263-268. ISBN 9781479930883 (doi: 10.1109/INFCOMW.2014.6849242)

2013

Marnerides, A. K. , Watson, M. R., Shirasi, N., Mauthe, A. and Hutchison, D. (2013) Malware Analysis in Cloud Computing. In: 2013 IEEE Globecom Workshops (GC Wkshps), Atlanta, GA, USA, 09-13 Dec 2013, pp. 482-487. ISBN 9781479928514 (doi: 10.1109/GLOCOMW.2013.6825034)

Marnerides, A. K. , Malinowski, S., Morla, R., Rodrigues, M. R.D. and Kim, H. S. (2013) On the Comprehension of DSL SyncTrap Events in IPTV Networks. In: 2013 IEEE Symposium on Computers and Communications (ISCC), Split, Croatia, 07-10 Jul 2013, 000670-000675. ISBN 9781479937554 (doi: 10.1109/ISCC.2013.6755025)

Marnerides, A. K. , Pezaros, D. P. , Kim, H.-c. and Hutchison, D. (2013) Internet Traffic Classification Using Energy Time-Frequency Distributions. In: 2013 IEEE International Conference on Communications (ICC), Budapest, Hungary, 9-13 Jun 2013, pp. 2513-2518. ISBN 9781467331227 (doi: 10.1109/ICC.2013.6654911)

Shirazi, N., Watson, M. R., Marnerides, A. K. , Mauthe, A. and Hutchison, D. (2013) A Multilevel Approach Towards Challenge Detection in Cloud Computing. In: Cyberpatterns 2013, Abingdon, UK, 08-09 Jul 2013, pp. 103-107.

2012

Marnerides, A. K. , Malinowski, S., Morla, R., Rodrigues, M. R.D. and Kim, H. D. (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), Anaheim, CA, USA, 03-07 Dec 2012, pp. 2779-2784. ISBN 9781467309219 (doi: 10.1109/GLOCOM.2012.6503537)

2011

Marnerides, A. , James, C., Schaeffer-Filho, A., Yunus Sait, S., Mauthe, A. and Murthy, H. (2011) Multi-level network resilience: traffic analysis, anomaly detection and simulation. ICTACT Journal on Communication Technology, 2(2), pp. 345-356. (doi: 10.21917/ijct.2011.0048)

Marnerides, A. K. , Jakeman, M., Hutchison, D. and Pezaros, D. P. (2011) Remediating anomalous traffic behaviour in future networked environments. In: Szabó, R., Zhu, H., Imre, S. and Chaparadza, R. (eds.) Access Networks: 5th International ICST Conference on Access Networks, AccessNets 2010 and First ICST International Workshop on Autonomic Networking and Self-Management in Access Networks, SELFMAGICNETS 2010, Budapest, Hungary, November 3-5, 2010, Revised. Series: Lecture notes of the Institute for Computer Sciences, Social Informatics, and Telecommunications Engineering (63). Springer: Heidelberg ; New York, pp. 187-197. ISBN 9783642209307 (doi: 10.1007/978-3-642-20931-4_15)

2010

Marnerides, A. K. , Hutchison, D. and Pezaros, D. P. (2010) Autonomic diagnosis of anomalous network traffic. In: 2010 IEEE International Symposium on "A World of Wireless, Mobile and Multimedia Networks" (WoWMoM), Montreal, Canada, 14-17 June 2010, ISBN 9781424472659 (doi: 10.1109/WOWMOM.2010.5534933)

2009

Marnerides, A. , Pezaros, D. , Kim, H. and Hutchison, D. (2009) Unsupervised two-class and multi-class support vector machines for abnormal traffic characterization. In: 10th International Passive and Active Measurements Conference (PAM 2009), Seoul, Korea, 01-03 Apr 2009,

2008

Marnerides, A. , Pezaros, D. P. and Hutchison, D. (2008) Detection and Mitigation of Abnormal Traffic Behaviour in Autonomic Networked Environments. In: ACM International Conference on emerging Networking Experiments and Technologies (CoNEXT), Madrid, Spain, 09-12 Dec 2008, ISBN 9781605582108 (doi: 10.1145/1544012.1544063)

Marnerides, A. , Pezaros, D. and Hutchison, D. (2008) Flash crowd detection within the realms of an internet service provider (ISP). In: The 9th Annual Postgraduate Symposium on the Convergence of Telecommunications, Networking and Broadcasting, Liverpool, UK, June 23-24, 2008, pp. 153-158. ISBN 9781902560199

This list was generated on Wed Apr 17 22:31:40 2024 BST.
Number of items: 53.

Articles

Feng, K., Cook, M. M. and Marnerides, A. K. (2023) Sizzler: Sequential fuzzing in Ladder diagrams for vulnerability detection and discovery in Programmable Logic Controllers. IEEE Transactions on Information Forensics and Security, (doi: 10.1109/TIFS.2023.3340615) (Early Online Publication)

Cook, M. M. , Marnerides, A. K. and Pezaros, D. P. (2023) PLCPrint: fingerprinting memory attacks in programmable logic controllers. IEEE Transactions on Information Forensics and Security, (doi: 10.1109/TIFS.2023.3277688) (Early Online Publication)

Cook, M. M. , Marnerides, A. K. , Johnson, C. and Pezaros, D. (2023) A survey on industrial control system digital forensics: challenges, advances and future directions. IEEE Communications Surveys and Tutorials, (doi: 10.1109/COMST.2023.3264680) (Early Online Publication)

Stocker, A., Alshawish, A., Bor, M., Vidler, J., Gouglidis, A., Scott, A., Marnerides, A. , De Meer, H. and Hutchison, D. (2022) An ICT architecture for enabling ancillary services in Distributed Renewable Energy Sources based on the SGAM framework. Energy Informatics, 5, 5. (doi: 10.1186/s42162-022-00189-5)

Jindal, A., Marnerides, A. K. , Spachos, P. and Dvir, A. (2022) Guest editorial: Smart computing for smart cities. IET Smart Cities, 4(1), pp. 1-2. (doi: 10.1049/smc2.12024)

Dvir, A., Marnerides, A. K. , Dubin, R., Golan, N. and Hajaj, C. (2020) Encrypted video traffic clustering demystified. Computers and Security, 96, 101917. (doi: 10.1016/j.cose.2020.101917)

Eiza, M. H., Shi, Q., Marnerides, A. K. , Owens, T. and Ni, Q. (2019) Efficient, secure, and privacy-preserving PMIPv6 protocol for V2G networks. IEEE Transactions on Vehicular Technology, 68(1), pp. 19-33. (doi: 10.1109/TVT.2018.2880834)

Koutsakis, P., Spachos, P. and Marnerides, A. (2018) Guest editorial: body sensor networks. IET Wireless Sensor Systems, 8(1), pp. 1-2. (doi: 10.1049/iet-wss.2017.0162)

Watson, M. R., Shirazi, N.-u.-h., Marnerides, A. K. , Mauthe, A. and Hutchison, D. (2016) Malware detection in cloud computing infrastructures. IEEE Transactions on Dependable and Secure Computing, 13(2), pp. 192-205. (doi: 10.1109/TDSC.2015.2457918)

Marnerides, A.K. , Malinowski, S., Morla, R. and Kim, H.S. (2015) Fault diagnosis in DSL networks using support vector machines. Computer Communications, 62, pp. 72-84. (doi: 10.1016/j.comcom.2015.01.006)

Marnerides, A. K. , Smith, P., Schaeffer-Filho, A. and Mauthe, A. (2015) Power consumption profiling using energy time-frequency distributions in smart grids. IEEE Communications Letters, 19(1), pp. 46-49. (doi: 10.1109/LCOMM.2014.2371035)

Marnerides, A.K. , Schaeffer-Filho, A. and Mauthe, A. (2014) Traffic anomaly diagnosis in Internet backbone networks: a survey. Computer Networks, 73, pp. 224-243. (doi: 10.1016/j.comnet.2014.08.007)

Marnerides, A. , James, C., Schaeffer-Filho, A., Yunus Sait, S., Mauthe, A. and Murthy, H. (2011) Multi-level network resilience: traffic analysis, anomaly detection and simulation. ICTACT Journal on Communication Technology, 2(2), pp. 345-356. (doi: 10.21917/ijct.2011.0048)

Book Sections

Boukoros, S., Nugaliyadde, A., Marnerides, A. , Vassilakis, C., Koutsakis, P. and Wong, K. W. (2017) Modeling server workloads for campus email traffic using recurrent neural networks. In: Liu, D., Xie, S., Li, Y., Zhao, D. and El-Alfy, E.-S. M. (eds.) Neural Information Processing: 24th International Conference, ICONIP 2017, Guangzhou, China, November 14–18, 2017, Proceedings, Part V. Series: Lecture notes in computer science (10638). Springer: Cham, pp. 57-66. ISBN 9783319701387 (doi: 10.1007/978-3-319-70139-4_6)

Marnerides, A. K. (2015) Anomaly detection in cloud environments. In: Mastorakis, G., Mavromoustakis, C. X. and Pallis, E. (eds.) Resource Management of Mobile Cloud Computing Networks and Environments. Series: Advances in systems analysis, software engineering, and high performance computing (ASASEHPC). Information Science Reference: Hershey, PA, pp. 43-67. ISBN 9781466682252 (doi: 10.4018/978-1-4666-8225-2.ch003)

Watson, M. R., Shirazi, N.-u.-H., Marnerides, A. K. , Mauthe, A. and Hutchison, D. (2014) Towards a distributed, self-organising approach to malware detection in cloud computing. In: Elmenreich, W., Dressler, F. and Loreto, V. (eds.) Self-Organizing Systems: 7th IFIP TC 6 International Workshop, IWSOS 2013, Palma de Mallorca, Spain, May 9-10, 2013, Revised Selected Papers. Series: Lecture notes in computer science (8221). Springer: Berlin, pp. 182-185. ISBN 9783642541391 (doi: 10.1007/978-3-642-54140-7_19)

Marnerides, A. K. , Jakeman, M., Hutchison, D. and Pezaros, D. P. (2011) Remediating anomalous traffic behaviour in future networked environments. In: Szabó, R., Zhu, H., Imre, S. and Chaparadza, R. (eds.) Access Networks: 5th International ICST Conference on Access Networks, AccessNets 2010 and First ICST International Workshop on Autonomic Networking and Self-Management in Access Networks, SELFMAGICNETS 2010, Budapest, Hungary, November 3-5, 2010, Revised. Series: Lecture notes of the Institute for Computer Sciences, Social Informatics, and Telecommunications Engineering (63). Springer: Heidelberg ; New York, pp. 187-197. ISBN 9783642209307 (doi: 10.1007/978-3-642-20931-4_15)

Research Reports or Papers

Marnerides, A. K. , Prince, D., Couzins, J., Mills, R., Giostas, V., McEvatt, P., Markham, D. and Irvine, C. (2019) FUJITSU White Paper: Cyber Threat Lab. Working Paper. FUJITSU.

Conference or Workshop Item

Bor, M. C., Marnerides, A. K. , Molineux, A., Wattam, S. and Roedig, U. (2019) Adversarial Machine Learning in Smart Energy Systems. e-Energy '19: Proceedings of the Tenth ACM International Conference on Future Energy Systems, Phoenix AZ, USA, June 2019. (doi: 10.1145/3307772.3330171)

Jindal, A., Marnerides, A. K. , Scott, A. and Hutchison, D. (2019) Identifying Security Challenges in Renewable Energy Systems. e-Energy '19: Proceedings of the Tenth ACM International Conference on Future Energy Systems, Phoenix AZ, USA, June 2019. (doi: 10.1145/3307772.3330154)

Conference Proceedings

Almazarqi, H. A. , Woodyard, M. and Marnerides, A. K. (2024) Macroscopic Insights of IoT Botnet Dynamics via AS-level Tolerance Assessment. In: IEEE International Conference on Communications (ICC 2024), Denver, Colorado, USA, 09-13 Jun 2024, (Accepted for Publication)

Almazarqi, H. A. , Woodyard, M., Mursch, T., Pezaros, D. and Marnerides, A. K. (2023) Tracking IoT P2P Botnet Loaders in the Wild. In: ICC 2023 - IEEE International Conference on Communications, Rome, Italy, 28 May - 01 Jun 2023, pp. 5916-5921. ISBN 9781538674628 (doi: 10.1109/ICC45041.2023.10279593)

Almazarqi, H. A. , Woodyard, M., Mursch, T., Pezaros, D. and Marnerides, A. K. (2022) Macroscopic Analysis of IoT Botnets. In: 2022 IEEE Global Communications Conference (GLOBECOM), Rio de Janeiro, Brazil, 04-08 Dec 2022, pp. 2674-2678. ISBN 9781665435406 (doi: 10.1109/GLOBECOM48099.2022.10001223)

Cook, M. , Paterson, C., Marnerides, A. K. and Pezaros, D. (2022) Anomaly Diagnosis in Cyber-Physical Systems. In: ICC 2022 - IEEE International Conference on Communications, Seoul, South Korea, 16-20 May 2022, ISBN 9781538683484 (doi: 10.1109/ICC45855.2022.9838968)

Almazarqi, H. A. , Marnerides, A. , Mursch, T., Woodyard, M. and Pezaros, D. (2021) Profiling IoT Botnet Activity in the Wild. In: 2021 IEEE Global Communications Conference (GLOBECOM), Madrid, Spain, 07-11 Dec 2021, ISBN 9781728181042 (doi: 10.1109/GLOBECOM46510.2021.9686012)

Jindal, A., Marnerides, A. and Mauthe, A. (2020) Tackling energy theft in smart grids through data-driven analysis. In: International Conference on Computing, Networking and Communications (ICNC 2020)), Big Island, HI, USA, 17-20 February 2020, pp. 410-414. ISBN 9781728149059 (doi: 10.1109/ICNC47757.2020.9049793)

Possebon, I. P., Silva, A. S., Granville, L. Z., Schaeffer-Filho, A. and Marnerides, A. (2019) Improved Network Traffic Classification Using Ensemble Learning. In: 2019 IEEE Symposium on Computers and Communications (ISCC), Barcelona, Spain, 29 Jun - 03 Jul 2019, ISBN 9781728129990 (doi: 10.1109/ISCC47284.2019.8969637)

Jindal, A., Marnerides, A. K. , Gouglidis, A., Mauthe, A. and 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), Brighton UK, 12-17 May 2019, ISBN 9781479981311 (doi: 10.1109/ICASSP.2019.8682207)

Dvir, A., Marnerides, A. K. , Dubin, R. and Golan, N. (2019) Clustering the Unknown - The Youtube Case. In: 2019 International Conference on Computing, Networking and Communications (ICNC), Honolulu, HI, USA, 18-21 Feb 2019, pp. 402-407. ISBN 9781538692233 (doi: 10.1109/ICCNC.2019.8685364)

Dwyer, O. P., Marnerides, A. K. , Giotsas, V. and Mursch, T. (2019) Profiling IoT-based Botnet Traffic Using DNS. In: 2019 IEEE Global Communications Conference (GLOBECOM), Waikoloa, HI, USA, 9-13 Dec 2019, ISBN 9781728109626 (doi: 10.1109/GLOBECOM38437.2019.9014300)

Marnerides, A. K. , Giotsas, V. and Mursch, T. (2019) Identifying Infected Energy Systems in the Wild. In: e-Energy '19: Proceedings of the Tenth ACM International Conference on Future Energy Systems, Phoenix AZ, USA, 25-28 June 2019, pp. 263-267. (doi: 10.1145/3307772.3328305)

Din, G. M. U., Mauthe, A. U. and Marnerides, A. K. (2018) Appliance-level Short-term Load Forecasting using Deep Neural Networks. In: 2018 International Conference on Computing, Networking and Communications (ICNC), Maui, HI, USA, 5-8 March 2018, pp. 53-57. ISBN 9781538636527 (doi: 10.1109/ICCNC.2018.8390366)

Kolomvatsos, K., Anagnostopoulos, C. , Marnerides, A. K. , Ni, Q., Hadjiefthymiades, S. and Pezaros, D. (2017) Uncertainty-driven Ensemble Forecasting of QoS in Software Defined Networks. In: 22nd IEEE Symposium on Computers and Communication (ISCC 2017), Heraklion Crete, Greece, 03-06 Jul 2017, (doi: 10.1109/ISCC.2017.8024701)

Din, G. M. U. and Marnerides, A. K. (2017) Short Term Power Load forecasting Using Deep Neural Networks. In: 2017 International Conference on Computing, Networking and Communications (ICNC), Silicon Valley, CA, USA, 26-29 Jan 2017, ISBN 9781509045884 (doi: 10.1109/iccnc.2017.7876196)

Ariffin, M. A. M., Marnerides, A. K. and Mauthe, A. U. (2017) Multi-Level Resilience in Networked Environments: Concepts & Principles. In: 2017 14th IEEE Annual Consumer Communications & Networking Conference (CCNC), Las Vegas, NV, USA, 8-11 Jan 2017, pp. 272-275. ISBN 9781509061969 (doi: 10.1109/CCNC.2017.7983118)

Eiza, M. H., Shi, Q., Marnerides, A. and Owens, T. (2016) Secure and Privacy-aware Proxy Mobile IPv6 Protocol for Vehicle-to-grid Networks. In: 2016 IEEE International Conference on Communications (ICC), Kuala Lumpur, Malaysia, 22-27 May 2016, ISBN 9781479966646 (doi: 10.1109/ICC.2016.7510934)

Marnerides, A. and Mauthe, A. (2016) Analysis and Characterisation of Botnet Scan Traffic. In: 2016 International Conference on Computing, Networking and Communications (ICNC), Kauai, Hawaii, USA, 15-18 Feb 2016, (doi: 10.1109/ICCNC.2016.7440627)

Granby, B. R., Askwith, B. and Marnerides, A. K. (2015) SDN-PANDA: Software-Defined Network Platform for ANomaly Detection Applications. In: 2015 IEEE 23rd International Conference on Network Protocols (ICNP), San Francisco, CA, USA, 10-13 Nov 2015, pp. 463-466. ISBN 9781467382953 (doi: 10.1109/ICNP.2015.58)

Santos da Silva, A., Wickboldt, J. A., Schaeffer-Filho, A., Marnerides, A. K. and Mauthe, A. (2015) Tool Support for the Evaluation of Anomaly Traffic Classification for Network Resilience. In: 2015 IEEE Symposium on Computers and Communication (ISCC), Larnaca, Cyprus, 06-09 Jul 2015, pp. 514-519. ISBN 9781467371940 (doi: 10.1109/ISCC.2015.7405566)

Marnerides, A. K. , Bhandari, A., Murthy, H. and Mauthe, A. U. (2015) A Multi-Level Resilience Framework for Unified Networked Environments. In: 2015 IFIP/IEEE International Symposium on Integrated Network Management (IM), Ottawa, ON, Canada, 11-15 May 2015, pp. 1369-1372. ISBN 9781479982417 (doi: 10.1109/INM.2015.7140498)

Marnerides, A. K. , Spachos, P., Chatzimisios, P. and Mauthe, A. U. (2015) Malware Detection in the Cloud Under Ensemble Empirical Mode Decomposition. In: 2015 International Conference on Computing, Networking and Communications (ICNC), Garden Grove, CA, USA, 16-19 Feb 2015, pp. 82-88. ISBN 9781479969593 (doi: 10.1109/ICCNC.2015.7069320)

Shirazi, N.-u.-h., Simpson, S., Marnerides, A. K. , Watson, M., Mauthe, A. and Hutchison, D. (2014) Assessing the Impact of Intra-Cloud Live Migration on Anomaly Detection. In: 2014 IEEE 3rd International Conference on Cloud Networking (CloudNet), Luxembourg, 08-10 Oct 2014, pp. 52-57. ISBN 9781479927302 (doi: 10.1109/CloudNet.2014.6968968)

Spachos, P., Marnerides, A. K. and Hatzinakos, D. (2014) Content Relevance Opportunistic Routing for Wireless Multimedia Sensor Networks. In: 2014 IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS), Toronto, ON, Canada, 27 Apr - 02 May 2014, pp. 263-268. ISBN 9781479930883 (doi: 10.1109/INFCOMW.2014.6849242)

Marnerides, A. K. , Watson, M. R., Shirasi, N., Mauthe, A. and Hutchison, D. (2013) Malware Analysis in Cloud Computing. In: 2013 IEEE Globecom Workshops (GC Wkshps), Atlanta, GA, USA, 09-13 Dec 2013, pp. 482-487. ISBN 9781479928514 (doi: 10.1109/GLOCOMW.2013.6825034)

Marnerides, A. K. , Malinowski, S., Morla, R., Rodrigues, M. R.D. and Kim, H. S. (2013) On the Comprehension of DSL SyncTrap Events in IPTV Networks. In: 2013 IEEE Symposium on Computers and Communications (ISCC), Split, Croatia, 07-10 Jul 2013, 000670-000675. ISBN 9781479937554 (doi: 10.1109/ISCC.2013.6755025)

Marnerides, A. K. , Pezaros, D. P. , Kim, H.-c. and Hutchison, D. (2013) Internet Traffic Classification Using Energy Time-Frequency Distributions. In: 2013 IEEE International Conference on Communications (ICC), Budapest, Hungary, 9-13 Jun 2013, pp. 2513-2518. ISBN 9781467331227 (doi: 10.1109/ICC.2013.6654911)

Shirazi, N., Watson, M. R., Marnerides, A. K. , Mauthe, A. and Hutchison, D. (2013) A Multilevel Approach Towards Challenge Detection in Cloud Computing. In: Cyberpatterns 2013, Abingdon, UK, 08-09 Jul 2013, pp. 103-107.

Marnerides, A. K. , Malinowski, S., Morla, R., Rodrigues, M. R.D. and Kim, H. D. (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), Anaheim, CA, USA, 03-07 Dec 2012, pp. 2779-2784. ISBN 9781467309219 (doi: 10.1109/GLOCOM.2012.6503537)

Marnerides, A. K. , Hutchison, D. and Pezaros, D. P. (2010) Autonomic diagnosis of anomalous network traffic. In: 2010 IEEE International Symposium on "A World of Wireless, Mobile and Multimedia Networks" (WoWMoM), Montreal, Canada, 14-17 June 2010, ISBN 9781424472659 (doi: 10.1109/WOWMOM.2010.5534933)

Marnerides, A. , Pezaros, D. , Kim, H. and Hutchison, D. (2009) Unsupervised two-class and multi-class support vector machines for abnormal traffic characterization. In: 10th International Passive and Active Measurements Conference (PAM 2009), Seoul, Korea, 01-03 Apr 2009,

Marnerides, A. , Pezaros, D. P. and Hutchison, D. (2008) Detection and Mitigation of Abnormal Traffic Behaviour in Autonomic Networked Environments. In: ACM International Conference on emerging Networking Experiments and Technologies (CoNEXT), Madrid, Spain, 09-12 Dec 2008, ISBN 9781605582108 (doi: 10.1145/1544012.1544063)

Marnerides, A. , Pezaros, D. and Hutchison, D. (2008) Flash crowd detection within the realms of an internet service provider (ISP). In: The 9th Annual Postgraduate Symposium on the Convergence of Telecommunications, Networking and Broadcasting, Liverpool, UK, June 23-24, 2008, pp. 153-158. ISBN 9781902560199

Patents

British Telecommunications PLC (2017) Malware detection in migrated virtual machines. .

This list was generated on Wed Apr 17 22:31:40 2024 BST.

Grants

Currently funded projects (for previous funding check here):

PLCPrint: Real-time fingerprinting of anomalies in Programmable Logic Controllers, - funded by the Defense and Security Accelerator (DASA)/UK Ministry of Defence (2022-2023) 

Forensics and cybersecurity for Industrial Control Systems - funded by the UK Control & Instrumentation Nuclear Industry Forum/CINIF (2019-2024)

 

 

Supervision

Interested to supervise highly motivated PhD students. Before contacting me, please have a look at this guide

 

 

  • Babalola, Omodolapo Victor
    AI-based Network Intrusion Detection System (NIDS) at the edges of the Industrial Internet of Things (IIoT)

Professional activities & recognition

Prizes, awards & distinctions

  • 2017: Contribution Award (IEEE Communications Society)
  • 2018: Contribution Award (IEEE Communications Society)

Grant committees & research advisory boards

  • 2021: Hong Kong RAE,
  • 2021: UK Research and Innovation Future Leaders Fellowships programme,
  • 2021: Israel Innovation Authority, Israel Innovation Authority
  • 2021: Polish National Science Centre, Polish National Science Centre
  • 2017: Chilean National Fund for Scientific and Technological Development, Conicyt FONDECYT Fondo Nacional de Desarrollo Científico y Tecnológico

Editorial boards

  • 2018 - 2018: IET Wireless Sensor Systems (Special Issue on Body Sensor Networks)
  • 2021: MDPI Applied Sciences

Professional & learned societies

  • 2007: Member, IEEE
  • 2007: Member, ACM