Associate Professor Hung Nguyen
Associate Professor/Reader
School of Computer and Mathematical Sciences
Faculty of Sciences, Engineering and Technology
Eligible to supervise Masters and PhD - email supervisor to discuss availability.
I am an associate professor in the school of computer and mathematical sciences and the leader of the Information warfare and advanced cyber theme within the Defence trailblazer, the University of Adelaide.
I'm leading a research group on Cyber-AI, applying new advances in AI to solve problems in network fragility and security. We focus on developing autonomous and provable cyber defensive solutions. This means building and configuring systems that are secure by design and training trustworthy AI agents to help defend networked systems. By employing tools from graph theory, game theory and AI/ML we are able to develop practical solutions that help human operators deal with the complexity, fast-paced and deceptive nature of the cyber environments.
For most recent updates to my work (especially code, data and papers), please visit https://hxnguyen.github.io.
(27/07/2024): I'm looking to recruit 4 research fellows to work on projects using abstract algebra and machine learning to solve cybersecurity problems. Please get in touch with me directly with your CV if interested.
(01/12/2023): We have recently been awarded a 2.5-year grant for provable network security. We are looking for 2 research fellows and one research engineer to join this exciting project. Please contact me if you would like to know more.
Short Bio: A/Prof Hung Nguyen is the Cyber lead for the Defence trailblazer (the University of Adelaide and UNSW). He has an excellent track record in working with Industry and in developing academia-industry collaborations. Over the last 15 years, he has been leading more than 15 successful projects delivering solutions in network security, modelling and simulation of networked systems for Defence and Industry. Outside of academia, he has worked both in start-ups (Telari); consulting to leading telecom and solution providers such as Telstra, CSL, AT&T and CISCO; and providing security and modelling solutions for the Australian Defence Force and Cybersecurity SMEs. He has published more than 80 publications on these topics at prestigious international journals and conferences.
- My Research
- Career
- Publications
- Grants and Funding
- Teaching
- Supervision
- Professional Activities
- Contact
Since 2009, I have been developing autonomous and provable techniques for securing the information environment. This means building and configuring systems that are secure by design, not just addressing problems when they strike. By leveraging tools from graph theory, game theory and AI/ML we build practical solutions that help human operators deal with the complexity, fast-paced and deceptive nature of the cyber environments. Our research program is supported by multiple grants from Defence and the Australian Research Council - current projects are shown below.
For details of these projects, please contact me directly.
My paper on network auto-configuration in 2010 started the Autonetkit software (ANK). ANK is currently being used as the auto-configuration tool for the Cisco VIRL simulation and emulation environment. See for example here.
The Internet Topology Zoo that I helped build is widely used in all areas of networking research and development worldwide and has been cited more than 1200 times.
My tomography papers were nominated for awards at major networking conferences.
Find out more about my research publications at my Google scholar page.
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Appointments
Date Position Institution name 2021 - ongoing Associate Professor The University of Adelaide -
Language Competencies
Language Competency English Can read, write, speak, understand spoken and peer review Vietnamese Can read, write, speak, understand spoken and peer review -
Education
Date Institution name Country Title 2004 - 2008 École Polytechnique Fédérale de Lausanne Switzerland PhD -
Research Interests
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Journals
Year Citation 2024 Nguyen, N., Nguyen, D., Kim, J., Rizzo, G., & Nguyen, H. (2024). Decentralized Coordination for Multi-Agent Data Collection in Dynamic Environments. IEEE Transactions on Mobile Computing, 1-16.
2024 Dinani, M. A., Holzer, A., Nguyen, H., Marsan, M. A., & Rizzo, G. (2024). A Gossip Learning Approach to Urban Trajectory Nowcasting for Anticipatory RAN Management. IEEE Transactions on Mobile Computing, 23(5), 6288-6303.
2024 Nguyen, B. L., Nguyen, D. D., Nguyen, H. X., Ngo, D. T., & Wagner, M. (2024). Multi-Agent Task Assignment in Vehicular Edge Computing: A Regret-Matching Learning-Based Approach. IEEE Transactions on Emerging Topics in Computational Intelligence, 8(2), 1527-1539.
2023 Guo, M., Ward, M., Neumann, A., Neumann, F., & Nguyen, H. (2023). Scalable Edge Blocking Algorithms for Defending Active Directory Style Attack Graphs. Proceedings of the 37th AAAI Conference on Artificial Intelligence, AAAI 2023, 37(5), 5649-5656.
Scopus62023 Guo, M., Ward, M., Neumann, A., Neumann, F., & Hung, N. (2023). Scalable Edge Blocking Algorithms for Defending Active Directory Style Attack Graphs. THIRTY-SEVENTH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE, VOL 37 NO 5, abs/2212.04326, 5649-5656. 2023 Nguyen, H., Sun, X., Lu, Q., Zhang, Q., & Li, M. (2023). Bayesian heterogeneous degradation performance modeling with an unknown number of sub-populations. Quality and Reliability Engineering International, 39(7), 2686-2705.
Scopus22023 Phu, A. T., Li, B., Ullah, F., Ul Huque, T., Naha, R., Babar, M. A., & Nguyen, H. (2023). Defending SDN against packet injection attacks using deep learning. Computer Networks, 234, 16 pages.
Scopus32021 Ranathunga, D., Roughan, M., & Nguyen, H. (2021). Mathematical Reconciliation of Medical Privacy Policies. ACM Transactions on Management Information Systems, 12(1), 1-18.
2021 Sarafraz, M. M., Tran, N. N., Nguyen, H., Fulcheri, L., Burton, R., Wadewitz, P., . . . Hessel, V. (2021). Tri-fold process integration leveraging high- and low-temperature plasmas: From biomass to fertilizers with local energy and for local use. Journal of Advanced Manufacturing and Processing, 3(2), e10081-1-e10081-21.
Scopus152021 Arsalaan, A. S., Nguyen, H., Coyle, A., & Fida, M. (2021). Quality of information with minimum requirements for emergency communications. Ad Hoc Networks, 111, 1-14.
Scopus8 WoS42021 Hessel, V., Tran, N. N., Orandi, S., Asrami, M. R., Goodsite, M. E., & Nguyen, H. (2021). Continuous-Flow Extraction of Adjacent Metals - a Disruptive Economic Window for In-Situ Resource Utilization of Asteroids?. Angewandte Chemie (International ed. in English), 60(7), 3368-3388.
Scopus15 WoS13 Europe PMC22020 Ranathunga, D., Roughan, M., & Nguyen, H. (2020). Verifiable Policy-Defined Networking using Metagraphs. IEEE Transactions on Dependable and Secure Computing, 19(1), 482-494.
Scopus3 WoS32019 Le, B., Shen, H., Nguyen, H., & Falkner, N. (2019). Improved network community detection using meta-heuristic based label propagation. Applied Intelligence, 49(4), 1451-1466.
Scopus16 WoS112018 Nguyen, D. D., Nguyen, H. X., & White, L. B. (2018). Evaluating performance of RAT selection algorithms for 5G Hetnets. IEEE Access, 6, 61212-61222.
Scopus10 WoS92017 Ranathunga, D., Nguyen, H., & Roughan, M. (2017). MGtoolkit: a python package for implementing metagraphs. SoftwareX, 6, 91-93.
Scopus7 WoS62017 Nguyen, D., Nguyen, H., & White, L. (2017). Reinforcement learning with network-assisted feedback for heterogeneous RAT selection. IEEE Transactions on Wireless Communications, 16(9), 6062-6076.
Scopus62 WoS412016 Ranathunga, D. P., Roughan, M., Nguyen, H., Kernick, P., & Falkner, N. (2016). Case studies of SCADA firewall configurations and the implications for best practices. IEEE Transactions on Network and Service Management, 13(4), 871-884.
Scopus27 WoS152013 Nguyen, H., & Roughan, M. (2013). Multi-observer privacy-preserving hidden Markov models. IEEE Transactions on Signal Processing, 61(23), 6010-6019.
Scopus7 WoS32013 Nguyen, H., & Roughan, M. (2013). Rigorous statistical analysis of internet loss measurements. IEEE - ACM Transactions on Networking, 21(3), 734-745.
Scopus27 WoS252012 Knight, S., Falkner, N., Nguyen, H., Tune, P., & Roughan, M. (2012). I can see for miles: re-visualizing the internet. IEEE Network, 26(6), 26-32.
Scopus16 WoS92012 Nguyen, H., & Roughan, M. (2012). Improving hidden Markov model inferences with private data from multiple observers. IEEE Signal Processing Letters, 19(10), 696-699.
Scopus5 WoS42011 Knight, S., Nguyen, H., Falkner, N., Bowden, R., & Roughan, M. (2011). The internet topology zoo. IEEE Journal on Selected Areas in Communications, 29(9), 1765-1775.
Scopus1188 WoS834- Goel, D., Ward, M., Neumann, A., Neumann, F., Nguyen, H., & Guo, M. (n.d.). Hardening Active Directory Graphs via Evolutionary Diversity Optimization based Policies. ACM Transactions on Evolutionary Learning and Optimization.
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Book Chapters
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Conference Papers
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Conference Items
Year Citation 2018 Tran, Q. D., Tran, N. N., Hessel, V., Shen, S., Nguyen, H., & Arjomandi, M. (2018). Guardian Satellite-based Flow-Chemistry System Producing Quantum Dots as Counter Measure to Divert Missile Attack. Poster session presented at the meeting of 18th Australian Space Research Conference.
2016 Nguyen, H., Naguleswaran, S., & Webb, M. (2016). Emergency Communication in Australia: Current Situation and Future Directions. Poster session presented at the meeting of Proceedings of The 5th Disaster and Emergency Management Conference. Gold Coast, QLD, Australia. 2013 Ager, B., Balduzzi, M., Barlet-Ros, P., Carvalho, P., Casas, P., Celeda, P., . . . Xie, L. (2013). Welcome message from the WNM chairs. Poster session presented at the meeting of Proceedings - Conference on Local Computer Networks, LCN. Sydney, Australia: IEEE.
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Report for External Bodies
Year Citation 2019 Britton, M., & Nguyen, H. (2019). Land C3 Communications Modelling and Simulation:
Tranche 1 Scoping Study.2019 Wang, G., Costa, A., Northcote, B., Nguyen, H., Warner, N., McMahon, J., & Mihailescu, M. (2019). TEMS™ Capacity Manager Vodafone Fiji Capacity Analysis Project Report - 2019. 2019 Wang, G., Warner, N., Costa, A., Northcote, B., Mihailescu, M., McMahon, J., & Nguyen, H. (2019). TEMS™ Capacity Manager IndoSat Capacity Analysis Project Report. 2018 Wang, G., Northcote, B., Costa, A., McMahon, J., Warner, N., Mihailescu, M., & Nguyen, H. (2018). TEMS™ Capacity Manager Vodafone Fiji Capacity Analysis Project Report. 2018 Britton, M. S., & Nguyen, H. (2018). BCS(L) NETWORK TRAFFIC MODELLING, Milestone Report #8. 2018 Britton, M. S., & Nguyen, H. (2018). BCS(L) NETWORK TRAFFIC MODELLING Milestone Report #7. 2018 Britton, M. S., & Nguyen, H. (2018). BCS(L) NETWORK TRAFFIC MODELLING Milestone Report #6. 2018 Britton, M. S., & Nguyen, H. (2018). BCS(L) NETWORK TRAFFIC MODELLING Lessons Learnt Report. 2018 Britton, M. S., & Nguyen, H. (2018). BCS(L) NETWORK TRAFFIC MODELLING Quarterly Report #2. 2018 Britton, M. S., & Nguyen, H. (2018). BCS(L) NETWORK TRAFFIC MODELLING Quarterly Report #1. 2018 Costa, A., & Hung, N. (2018). Analysis of Uniti Wireless Speed Test Data. 2016 Coyle, A. J., Nguyen, H., & Northcote, B. (2016). Tactical Radio Modelling - Overview Report. 2015 Northcote, B., Warner, N., McMahon, J. J., Coyle, A., Costa, A., Mihailescu, M., . . . Britton, M. (2015). Devil WCDMA network dimensioning 2015 workshop. Telstra. 2015 Northcote, B., Costa, A., McMahon, J. J., Nguyen, H., Oliu, C., & FitzGerald, D. (2015). TEMS™ Capacity Manager Guadalajara Capacity Analysis Project Validation Report Prepared for AT&T Mexico: TEMS™ Capacity Manager Client Capacity Analysis Project Reports. Reston, VA, USA: The University of Adelaide. 2015 Northcote, B., Costa, A., Nguyen, H., & FitzGerald, D. (2015). TEMS™ Capacity Manager Dar Es Salam Capacity Analysis Report Prepared for Airtel Tanzania: TEMS™ Capacity Manager Client Capacity Analysis Project Reports. Reston, VA, USA: The University of Adelaide. 2015 Northcote, B., Costa, A., Nguyen, H., Warner, N., & FitzGerald, D. (2015). TEMS™ Capacity Manager Mandalay Capacity Analysis Report Prepared for Ooredoo Myanmar: TEMS™ Capacity Manager Client Capacity Analysis Project Reports. Reston, VA, USA: The University of Adelaide. 2015 Northcote, B., Costa, A., Nguyen, H., Warner, N., & FitzGerald, D. (2015). TEMS™ Capacity Manager Mandalay Capacity Analysis Project Validation Report Prepared for Ooredoo Myanmar: TEMS™ Capacity Manager Client Capacity Analysis Project Reports. Reston, VA, USA: The University of Adelaide. 2015 Northcote, B., McMahon, J. J., Nguyen, H., Brooks, T., & FitzGerald, D. (2015). TEMS™ Capacity Manager Atlanta Capacity Analysis Report Prepared for AT&T USA: TEMS™ Capacity Manager Client Capacity Analysis Project Reports. Reston, VA, USA: The University of Adelaide. 2014 Nguyen, H., & Costa, A. (2014). SAPN Restoration Analysis Forecast Tool v1.0. 2014 Nguyen, H., & Webb, M. R. (2014). Wireless Mesh and Backhaul Solutions for Responder Check-in Systems. 2014 Northcote, B., Warner, N., McMahon, J. J., Coyle, A., Costa, A., Mihailescu, M., . . . Li, Y. (2014). Devil WCDMA network dimensioning 2014 workshop. Telstra. 2013 Northcote, B., Warner, N., Coyle, A., Costa, A., Mihailescu, M., Nguyen, H., . . . Li, Y. (2013). Devil WCDMA network dimensioning 2013 workshop. Telstra. 2012 Northcote, B., Warner, N., Coyle, A., Costa, A., Mihailescu, M., Nguyen, H., . . . Yates, S. (2012). Devil WCDMA network dimensioning 2012 workshop. Telstra. 2012 Britton, M., Naguleswaran, S., Nguyen, H., Coyle, A., Yates, S., & Mihailescu, M. (2012). FogNet v4.0 User Guide. 2011 Coyle, A., Nguyen, H., Naguleswaran, S., Britton, M., Porter, C., & Webb, M. R. (2011). SANLab Year 3 Report. 2010 Coyle, A., Nguyen, H., Naguleswaran, S., Britton, M., Porter, C., & Webb, M. R. (2010). SANLab Year 2 Report. -
Theses
Year Citation 2018 Nguyen, D. D. (2018). Adaptive Reinforcement Learning for Heterogeneous Network Selection. (PhD Thesis, The University of Adelaide). 2008 Nguyen, H. (2008). User-level Internet tomography and overlay routing. (PhD Thesis, Thèse École polytechnique fédérale de Lausanne EPFL). -
Working Paper
Year Citation 2016 Nguyen, D. U. O. N. G., Nguyen, H. U. N. G., & White, L. A. N. G. (2016). Distributed RAT Selection with Enhanced Reinforcement Learning. Technical Report, The University of Adelaide.
2009 Nguyen, H., Denisa, G., Kurant,, M., Argyraki, K., & Thiran, P. (2009). Fundamental Properties of Routing Matrices and Their Implications for Network Tomography. Technical Report, Swiss Federal Institute of Technology, Lausanne (EPFL). -
Software
Year Citation 2019 Costa, A., Northcote, B., McMahon, J., Warner, N., Nguyen, H., Mihailescu, M., & Wang, G. (2019). Telstra Devil Mobile Networks Capacity Planning Tool Release 2019 (Version 2019) [software]. 2018 Costa, A., Northcote, B., McMahon, J., Warner, N., Mihailescu, M., Nguyen, H., & Wang, G. (2018). Telstra Devil Mobile Networks Capacity Planning Tool Release 2018 (Version 2018) [software]. 2017 Costa, A., Northcote, B., Warner, N., McMahon, J. J., Nguyen, H., Mihailescu, M., & Wang, G. (2017). Telstra Devil Mobile Networks Capacity Planning Tool 2017 Release (Version 2017) [Computer Software]. 2017 Costa, A., Wang, G., Mihailescu, M., & Nguyen, H. (2017). SAPN ERT Tool - Expected Restoration Time Analytics (Version 2.0) [software]. Adelaide: TRC. 2016 Costa, A., Northcote, B., Warner, N., Mihailescu, M., McMahon, J., Nguyen, H., & Wang, G. (2016). Telstra Devil Mobile Networks Capacity Planning Tool 2016 Release (Version v2016) [software]. Adelaide: -. 2015 Northcote, B., Warner, N., Coyle, A., McMahon, J. J., Mihailescu, M., Costa, A., . . . Britton, M. (2015). TelAri Analytics v2.0 [Computer Software]. 2014 Nguyen, H., & Costa, A. (2014). SAPN Restoration Analysis Forecast Tool v1.0 [Computer Software]. 2014 Northcote, B., Warner, N., Coyle, A., Yates, S., McMahon, J. J., Mihailescu, M., . . . Li, Y. (2014). TelAri Analytics v1.2 [Computer Software]. 2013 Northcote, B., Warner, N., Coyle, A., Yates, S., Mihailescu, M., Costa, A., . . . Li, Y. (2013). TelAri Analytics v1.1 [Computer Software]. 2012 Northcote, B., Warner, N., Coyle, A., Yates, S., Mihailescu, M., Costa, A., . . . Li, Y. (2012). TelAri Analytics v1.0 [Computer Software]. 2012 Britton, M., Naguleswaran, S., Nguyen, H., Coyle, A., Yates, S., & Mihailescu, M. (2012). FogNet v4.0 [Computer Software].
Over last five years I have been responsible for securing research funding worth over $9M – most if not all
are in the area of networks and security. I am the leading chief investigator and/or technical lead for $8M
of this funding. The grants comprise of 1 Defence trailblazer project, 3 Next Generation Technology Fund
(NGTF), 8 direct Defence research projects, 1 Industry funded project, 1 ARC NISRDG grant, 1 Linkage
grant as the first named chief investigator, and 1 ARC LIEF grant. Three of these projects started in 2024
and six are on-going with a total funding of $5.05M that enables me to build a substantial research group
and research programs. We have made great progress with the projects with significant publications and
capabilities delivered to the customers.
I co-lead (with Prof. Salil Kanhere, UNSW) the Advanced Cyber and IW theme of the Defence Traiblazer - a joint initiative between UoA and UNSW with a total funding of ~$240M (over 4 years, 6 themes).
Highlights of my teaching include
- My student evaluations (SELTs) are consistently extremely high; I have been well above the School, Faculty, and University averages for every question in every semester I have taught.
- I was nominated for a Faculty of SET Excellence in Teaching Award for my lecturing in 2022.
Details of the courses that I developed and taught are given below.
Lecturing
- 2023 Cybersecurity fundamentals (CS3308) 238 students
- 2023 Hot Topics in IoT Security (CS7106 50 students
- 2022 Hot Topics in IoT Security (CS7106 12 students
Course coordination
- 2023 Cybersecurity fundamentals (CS3308) 238 students
- 2023 Parallel and Distributed Computing (CS 3305/3705) 125 students
- 2023 Hot Topics in IoT Security 50 students
- 2023 Applied Privacy course 20 students
- 2022 Hot topics in IoT security 12 students
- 2022 Parallel and distributed computing 108 students
Course development
- 2022: I designed and developed on my own the entire course materials (lectures, workshops, and assignments) for Hot topics in IoT Security
- 2022: I developed the Master level course for Applied Privacy
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Current Higher Degree by Research Supervision (University of Adelaide)
Date Role Research Topic Program Degree Type Student Load Student Name 2023 Co-Supervisor Internet Traffic Matrices Master of Philosophy Master Part Time Mr Eric Parsonage 2023 Principal Supervisor Dynamic Metagraph Models and their Applications in Active Directory Security Master of Philosophy Master Full Time Mr Nhu Long Nguyen 2023 Principal Supervisor Algorithms for the Analysis of Network Robustness Doctor of Philosophy Doctorate Full Time Ms Yumeng Zhang 2022 Principal Supervisor Scalable Hypergame models and solutions for Autonomous Cyber Operations. Doctor of Philosophy Doctorate Full Time Mr Quang Huy Ngo 2022 Principal Supervisor Characterising Cyber Environments and Assets using Graph Modelling and Machine Learning Doctor of Philosophy Doctorate Part Time Mr Ben Luo 2021 Co-Supervisor Distributed intelligence in smart satellites Doctor of Philosophy Doctorate Full Time Mr James John Cormack 2021 Co-Supervisor Algorithms and Equilibrium Computation for Defending Active Directory Style Attack Graphs Master of Philosophy Master Full Time Mr Jialiang Li 2021 Principal Supervisor Hannan Consistent Countermeasures Against Non-Stationary Adversarial Attacks on Autonomous Cyber Operations Doctor of Philosophy Doctorate Full Time Mr Nhat Dao Anh Nguyen -
Past Higher Degree by Research Supervision (University of Adelaide)
Date Role Research Topic Program Degree Type Student Load Student Name 2021 - 2024 Principal Supervisor Analysis of New Methods for Inference in Markov Decision Processes Master of Philosophy Master Full Time Mr Blake Edward Donnelly 2017 - 2024 Principal Supervisor Quality of Information in Mobile Ad hoc Networks Doctor of Philosophy Doctorate Full Time Mr Ameer Shakayb Arsalaan 2015 - 2018 Co-Supervisor Adaptive Reinforcement Learning for Heterogeneous Network Selection Doctor of Philosophy Doctorate Full Time Mr Duong Duc Nguyen 2015 - 2018 Co-Supervisor Community Detection in Complex Networks Doctor of Philosophy Doctorate Full Time Mr Ba Dung Le
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Memberships
Date Role Membership Country 2004 - ongoing Member IEEE - 2004 - ongoing Member Association for Computing Machinery (ACM) -
Connect With Me
External Profiles