Dr Angelos Marnerides

Lecturer in Computer Networking

Research Overview

Dr. Angelos K. Marnerides is Lecturer (tenured Assistant Professor) in the School of Computing & Communications (SCC) at Lancaster University, UK. Prior to that (2014-2016) he was a Lecturer (Assistant Professor) in the department of Computer Science at Liverpool John Moores University, UK. In the past, he also held postdoctoral appointments in the ECE department at Carnegie Mellon University, USA, in DCC at the University of Porto, Portugal, in SCC at Lancaster University, UK, and he was also appointed as a visiting postdoc at the EE department at University College London (UCL), UK. Angelos has extensive research experience in the area of network resilience with particular interests in network security and anomaly detection for a range of application scenarios in the contexts of the backbone Internet traffic, the IoT, the SmartGrid/SmartCities and vehicular networks. During his career Angelos has been heavily involved in the composition, activities and management of a number of UK (EPSRC, Innovate UK), EU (FP6, FP7, H2020), US (NSF) and Portuguese (FCT) research projects. He has been a member of the IEEE since 2007 and served as a Technical Program Committee (TPC) member for a number of top IEEE conferences including IEEE ICC, IEEE GLOBECOM, IEEE CCNC and IEEE GLOBALSIP. Angelos is the current TPC co-chair in the IEEE CCNC 2018 Track 2, the organizer and co-chair for IEEE INFOCOM CNTCV since 2015, the Symposium TPC co-chair in IEEE GLOBALSIP 2017 and the co-chair in the IEEE WoWMoM 2018 PhD Forum. He has published a number of papers in prestigious IEEE conferences and journals and has also been invited to serve as an external reviewer for several research project proposals (e.g., Chilean national commision), top-tier journals and conferences. Within SCC, he is also the International Teaching Partnership (ITP) Scheme Director for SCC with Sunway University, Malaysia. He received an MSc and PhD in Computer Science from Lancaster University, UK.

Modeling Server Workloads for Campus Email Traffic Using Recurrent Neural Networks
Boukoros, S., Nugaliyadde, A., Marnerides, A., Vassilakis, C., Koutsakis, P., Wai Wong, K. 14/11/2017 In: Neural Information Processing. ICONIP 2017. Cham : Springer p. 57-66. 10 p. ISBN: 9783319701387. Electronic ISBN: 9783319701394.
Conference contribution

Appliance-level Short-term Load Forecasting using Deep Neural Networks
Ud Din, G.M., Mauthe, A.U., Marnerides, A. 15/09/2017 In: IEEE International Conference on Computing, Networking and Communications (ICNC) 2018. IEEE
Conference contribution

Uncertainty-driven Ensemble Forecasting of QoS in Software Defined Networks
Kolomvatsos, K., Anagnostopoulos, C., Marnerides, A., Ni, Q., Hadjiefthymiades, S., Pezaros, D. 4/09/2017 In: Computers and Communications (ISCC), 2017 IEEE Symposium on. IEEE 6 p. ISBN: 9781538616307. Electronic ISBN: 9781538616291.
Conference contribution

Distributed, multi-level network anomaly detection for datacentre networks
Iordache, M., Jouet, S., Marnerides, A., Pezaros, D. 31/07/2017 In: IEEE International Conference on Communications (ICC) 2017. IEEE 6 p. ISBN: 9781467390002. Electronic ISBN: 9781467389990.
Conference contribution

A programmable SDN+NFV-based architecture for UAV telemetry monitoring
White, K., Denney, E., Knudson, M.D., Marnerides, A., Pezaros, D. 20/07/2017 In: 2017 14th IEEE Annual Consumer Communications & Networking Conference (CCNC). IEEE p. 522-527. 6 p. ISBN: 9781509061976. Electronic ISBN: 9781509061969.
Conference contribution

Multi-level resilience in networked environments: concepts and principles
Ariffin, M.A.M., Marnerides, A., Mauthe, A.U. 20/07/2017 In: 2017 14th IEEE Annual Consumer Communications & Networking Conference (CCNC). IEEE p. 272-275. 4 p. ISBN: 9781509061976. Electronic ISBN: 9781509061969.
Conference contribution

A Situation Aware Information Infrastructure (SAI^2) Framework
Marnerides, A., Pezaros, D., Jose, J., Mauthe, A.U., Hutchison, D. 15/07/2017 In: Smart Objects and Technologies for Social Good Second International Conference, GOODTECHS 2016, Venice, Italy, November 30 – December 1, 2016, Proceedings. Cham : Springer p. 186-194. 9 p. ISBN: 9783319619484. Electronic ISBN: 9783319619491.
Conference contribution

Short term power load forecasting using Deep Neural Networks
Ud Din, G.M., Marnerides, A. 26/01/2017 In: 2017 International Conference on Computing, Networking and Communications (ICNC). IEEE ISBN: 9781509045891. Electronic ISBN: 9781509045884.
Conference contribution

Secure and privacy-aware proxy mobile IPv6 protocol for vehicle-to-grid networks
Hashem-Eiza, M., Shi, Q., Marnerides, A., Owens, T. 22/05/2016 In: 2016 IEEE International Conference on Communications (ICC). IEEE ISBN: 9781479966653. Electronic ISBN: 9781479966646.
Conference contribution

Malware detection in cloud computing infrastructures
Watson, M., Shirazi, S.N.U.H., Marnerides, A., Mauthe, A.U., Hutchison, D. 03/2016 In: IEEE Transactions on Dependable and Secure Computing. 13, 2, p. 192-205. 14 p.
Journal article

Analysis and characterisation of botnet scan traffic
Marnerides, A., Mauthe, A.U. 15/02/2016 In: 2016 International Conference on Computing, Networking and Communications (ICNC). IEEE p. 1-7. 7 p. ISBN: 9781467385794.
Conference contribution

SDN-PANDA: Software-Defined Network Platform for ANomaly Detection Applications
Granby, B., Askwith, R., Marnerides, A. 10/11/2015 In: 2015 IEEE 23rd International Conference on Network Protocols (ICNP). IEEE p. 463-466. 4 p. Electronic ISBN: 9781467382953.
Conference contribution

Tool support for the evaluation of anomaly traffic classification for network resilience
da Silva, A., Wickboldt, J., Schaeffer-Filho, A., Marnerides, A., Mauthe, A.U. 6/07/2015 In: Proceedings of 20th IEEE Symposium on Computers and Communications, ISCC2015. IEEE p. 514-519. 6 p.
Paper

Fault diagnosis in DSL networks using support vector machines
Marnerides, A., Malinowski, S., Morla, R., Kim, H.S. 15/05/2015 In: Computer Communications. 62, p. 72-84. 13 p.
Journal article

A multi-level resilience framework for unified networked environments
Marnerides, A., Bhandari, A., Murthy, H., Mauthe, A.U. 05/2015 In: Integrated Network Management (IM), 2015 IFIP/IEEE International Symposium on. IEEE p. 1369-1372. 4 p.
Paper

Malware detection in the cloud under ensemble empirical mode decomposition
Marnerides, A., Spachos, P., Chatzimisios, P., Mauthe, A.U. 02/2015 In: Proceedings of 6th International Conference on Computing, Networking and Communications, IEEE ICNC 2015. IEEE p. 82-88. 7 p.
Paper

Power consumption profiling using energy time-frequency distributions in smart grids
Marnerides, A., Schaeffer-Filho, A., Smith, P., Mauthe, A. 01/2015 In: IEEE Communications Letters. 19, 1, p. 46-49. 4 p.
Journal article

Anomaly detection in cloud environments
Marnerides, A. 2015 In: Resource Management of Mobile Cloud Computing Networks and Environments. IGI Global p. 43-67. 25 p. ISBN: 9781466682252. Electronic ISBN: 9781466682269.
Chapter

Traffic anomaly diagnosis in Internet backbone networks: a survey
Marnerides, A., Schaeffer-Filho, A., Mauthe, A. 14/11/2014 In: Computer Networks. 73, p. 224-243. 20 p.
Journal article

Assessing the impact of intra-cloud live migration on anomaly detection
Shirazi, S.N.U.H., Simpson, S., Marnerides, A., Watson, M., Mauthe, A., Hutchison, D. 10/2014 In: Proceedings of 3rd IEEE International Conference on Cloud Networking, IEEE CloudNet 2014. IEEE p. 52-57. 6 p.
Paper

Content Relevance Opportunistic Routing for Wireless Multimedia Sensor Networks
Spachos, P., Marnerides, A., Hatzinakos, D. 27/04/2014 In: 2014 IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS). IEEE p. 263-268. 6 p. ISBN: 9781479930890. Electronic ISBN: 9781479930883.
Conference contribution

Towards a distributed, self-organising approach to malware detection in cloud computing
Watson, M.R., Shirazi, S.N.U.H., Marnerides, A.K., Mauthe, A., Hutchison, D. 2014 In: Self-organizing systems . Berlin : Springer Verlag p. 182-185. 4 p.
Paper

Malware analysis in cloud computing: network and system characteristics
Marnerides, A., Watson, M., Shirazi, S.N.U.H., Mauthe, A., Hutchison, D. 12/2013 In: Globecom Workshops (GC Wkshps), 2013 IEEE. Piscataway, N.J. : IEEE p. 482-487. 6 p.
Paper

On the comprehension of DSL SyncTrap events in IPTV networks
Marnerides, A., Malinowski, S., Morla, R., Rodrigues, M.R.D., Kim, H.S. 7/07/2013 In: 2013 IEEE Symposium on Computers and Communications (ISCC) . IEEE p. 670-675. 6 p. ISBN: 9781479937561. Electronic ISBN: 9781479937554.
Conference contribution

A multilevel approach towards challenge detection in cloud computing
Shirazi, S.N.U.H., Watson, M., Marnerides, A., Mauthe, A., Hutchison, D. 07/2013 In: Cyberpatterns 2013 . Oxford : Oxford Brookes University p. 103-107. 5 p.
Paper

Internet traffic classification using energy time-frequency distributions
Marnerides, A., Pezaros, D., Kim, H., Hutchison, D. 9/06/2013 In: 2013 IEEE International Conference on Communications (ICC). IEEE p. 2513-2518. 6 p. ISBN: 9781467331203. Electronic ISBN: 9781467331227.
Conference contribution

Towards the improvement of diagnostic metrics Fault diagnosis for DSL-Based IPTV networks using the Rényi entropy
Marnerides, A., Malinowski, S., Morla, R., Rodrigues, M.R.D., Kim, H.S. 3/12/2012 In: 2012 IEEE Global Communications Conference (GLOBECOM). IEEE p. 2779-2784. 6 p.
Paper

On characterisation and decomposition of internet traffic dynamics
Marnerides, A. 2011 Lancaster University. 227 p.
Doctoral Thesis

Autonomic diagnosis of anomalous network traffic.
Marnerides, A., Pezaros, D.P., Hutchison, D. 14/06/2010
Other

Unsupervised two-class & multi-class support vector machines for abnormal traffic characterization.
Marnerides, A., Pezaros, D.P., Kim, H., Hutchison, D. 1/04/2009
Other

Detection and mitigation of abnormal traffic behaviour in autonomic networked environments.
Marnerides, A., Pezaros, D.P., Hutchison, D. 9/12/2008 In: CoNEXT '08 Proceedings of the 2008 ACM CoNEXT Conference. New York : ACM ISBN: 9781605582108.
Conference contribution

Flash Crowd Detection within the realms of an Internet Service Provider (ISP)
Marnerides, A., Pezaros, D., Hutchison, D. 23/06/2008
Conference paper