Dr Angelos Marnerides

  • Senior Lecturer (Computing Science)

Biography

Dr. Angelos K. Marnerides is a Senior Lecturer (Associate Professor) in the School of Computing Science at the University of Glasgow (UofG) and a visiting researcher at the School of Computing and Communications at Lancaster University. Angelos' research revolves around applied security and resilience for Internet-enabled cyber physical systems. His research philosophy is in designing 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 in grant review panels (e.g., Chilean research commission). 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: 2020 | 2019 | 2018 | 2017 | 2016 | 2015 | 2014 | 2013 | 2012 | 2011 | 2010 | 2009 | 2008
Number of items: 25.

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)

2019

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)

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)

2017

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)

2016

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)

2015

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)

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 Thu Sep 23 17:21:54 2021 BST.
Number of items: 25.

Articles

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)

Conference Proceedings

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)

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

This list was generated on Thu Sep 23 17:21:54 2021 BST.

Grants

EU H2020 : Enable Ancillary Services by Distributed Reneable Energy Sources (EASY-RES). (under my affiliation with Lancaster University)

 

These are projects I acted as a PI/CoI while I was at Lancaster University:

  • Upside Energy KTP (Innovate UK)
  • Pozibot (Innovate UK)
  • Cyber Threat Intellingence KTP (Innovate UK)

Supervision

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

 

 

Professional activities & recognition

Prizes, awards & distinctions

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

Grant committees & research advisory boards

  • 2017: Chilean National Fund for Scientific and Technological Development, Conicyt FONDECYT Fondo Nacional de Desarrollo Científico y Tecnológico

Professional & learned societies

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