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Associate Professor Dan Kim
Associate Professor

Dan Kim

Email: 
Phone: 
+61 7 336 54534

Overview

Background

Prospective Students

Please visit the link (https://sites.google.com/view/dsteam/pros-students).

Short Biography

Dr. Dan Dongseong Kim is Deputy Director of UQ Cybersecurity and an Associate Professor (in the commonwealth system, is broadly equivalent to a North American full professor) (continuing appointment) in Cyber Security at The University of Queensland (UQ), Brisbane, Australia. Before UQ, he was a faculty member (permanent academic staff; Senior Lecturer 2015-2018, Lecturer 2011-2014) in Cyber Security in the Department of Computer Science and Software Engineering at The University of Canterbury (UC), Christchurch, New Zealand from 2011 to 2018. From 2008 to 2011, he was a postdoc at Duke University, Durham, North Carolina in the US. He was a visiting scholar at the University of Maryland, College Park, Maryland in the US in 2007. His research interests are in Cyber Security and Dependability for various systems and networks. Please visit his research team webpage: https://sites.google.com/view/dsteam/

Publications

Research Focus: Cyber G.A.M.E

  • Graphical Models for Cyber Security: Model-based Cyber Security Risk Analysis
  • AI for Cybersecurity & Cyber Security for AI: Securing AI systems and Cybersecurity using AI techniques
  • Moving Target Defense (MTD): Resilient and Proactive Defence
  • Evolving Attacks and Defense Automation: Red team and Blue team Automation and evaluation using AI

Professional Activities (selected)

  • Associate Editor, IEEE Communications Surveys and Tutorials (impact factor: 33.84 (2022-2023), #1 impact factor among all the IEEE journals), 2021 - present.
  • Editorial Board Member, Elsevier Computers and Security (impact factor: 5.6 (2023)), 2019 - present.
  • Editorial Board Member, Elsevier Computer Networks (impact factor: 5.6 (2023)), April 2022 - present.
  • An Elected Member of the IFIP WG 10.4 on Dependable Computing and Fault Tolerance (2021 onwards).
    • The IFIP WG 10.4 consists of over 60 experts in the field of fault-tolerance, dependable and secure computing.
  • Steering committee member of IFIP/IEEE DSN, 2021-2025.
  • Steering committee chair of IEEE PRDC, 2022-present.
  • Steering committee member of IEEE PRDC, 2019-present.
  • TPC member of international conferences including IFIP/IEEE DSN, SRDS, ISSRE, ICDCS, etc.

Selected publications

Research Sponsors (past and current)

  • NSF (US), IBM T.J. Watson (US), US Army Research Lab. (US), NEC (Japan), Tait Comm. (NZ), MBIE (NZ), NPRP (Qatar), ADD (Republic of Korea), NRF (Republic of Korea), etc.

Recent Ph.D. graduates (selected)

  1. Kok Onn Chee (Ph.D., University of Queensland, 2024: Principal Advisor): Security Modelling and Analysis of Internet of Things against Evolving Attacks.

  2. Minjune Kim (Ph.D., , University of Queensland, 2023: Principal Advisor): Security and performance evaluation of software defined networking adopting moving target defenses (Research Engineer at CSRIO's Data61, Australia).
  3. Dilli P. Sharma (Ph.D., University of Canterbury, 2020; senior supervisor at UC, -> co-supervisor at UQ): Software-defined networking based moving target defenses. (Postdoc at U. of New Brunswick, Canada -> Postdoc at the University of Toronto, Canada).

  4. Taehoon Eom (Ph.D., 2020, KAU, Korea, co-supervisor): Security modeling and analysis for performance enhancement in software defined network (Researcher at KAU-> Research Professor at KAU -> Artificial Intelligence Industry Cluster Agency (AICA), South Korea).

  5. Hooman Alavizadeh (Ph.D., Massey University, NZ, 2019, co-supervisor): Effective Security Analysis for Combinations of MTD Techniques on Cloud Computing (a Postdoc, Massey University -> Postdoc at UNSW Canberra->Lecturer at U of Sydney-> Lecturer (continuing academic staff), La Trobe University, Australia).

  6. Kieran Morris (Ph.D., ECE, University of Canterbury, NZ, 2019, co-supervisor): Reliability and resilience evaluation of distribution automation (first employment: Tait communications, NZ-> Noted Ltd ).

  7. Simon (Enochson) Yusuf (Ph.D., Computer Science, NZ, University of Canterbury, Dec 2018, senior supervisor): Dynamic Cyber Security Modeling and Analysis (Postdoc at UQ-> Lecturer (continuing academic staff) at Federal University Kashere (FUK), Gombe, Nigeria -> Lecturer at Whitecliffe College, New Zealand. )

  8. Mengmeng Ge (Ph.D., Computer Science, University of Canterbury, 2018; senior supervisor): Graphical security modeling and assessment for the Internet of things (Lecturer (continuing academic) in Cybersecurity at Deakin University -> RMIT University, Australia -> Deloitte New Zealand-> Senior Lecturer, University of Canterbury, New Zealand).

  9. Iman Elmir (Ph.D., Hassan 1st Univ. Morocco, 2017, co-supervisor): Security Modeling and Analysis of Intrusion Tolerant Data Centers

  10. Jin B. Hong (Ph.D., Computer Science, University of Canterbury, April 2015, senior supervisor): Scalable and Adaptable Security Modeling and Analysis. (First employment: Postdoc, UC, NZ -> Lecturer, then Senior Lecturer in Cybersecurity at U of Western Australia)

  11. Nguyen Tuan Anh (Ph.D., August 2015, KAU, co-supervisor): Availability Modeling and Analysis of Data Center Systems using Stochastic Reward Nets. (Postdoc, Kunkuk University, South Korea -> an Academic Research Professor, Kunkuk University, South Korea)

Cyber Security Research Experience

Dan Dongseong Kim has been working on various topics in computer and network security since 2001. Dan started his research with crypto algorithms design, implementation, and testing for hardware devices such as FPGA/ASICs. Then, he worked on machine learning/data mining approaches for (host-based, network-based) intrusion detection from 2001 onward. His master's thesis was a machine learning (ML)-based network intrusion detection. He worked on various computer and network security topics such as an intelligent SIEM (it was called enterprise security management at that time), authentication protocols for RFID systems, security and privacy for Wireless Sensor Networks (WSNs), etc. His Ph.D. topics were security and privacy for WSNs. He spent one year as a visiting scholar at The University of Maryland (UMD), College Park, Maryland in the US in 2007 under the supervision of Prof. Virgil D. Gligor.

He started working on dependability more seriously in addition to Cyber Security in 2008 when he started his postdoc research at Duke University under the supervision of the Hudson Chaired Professor Kishor S. Trivedi. He worked on research projects funded by the US NSF, NEC Japan, and IBM T.J. Watson in the area of dependability (availability/performance) of data centers/cloud computing and cybersecurity modeling & analysis.

Since he became a faculty member at The University of Canterbury, New Zealand in August 2011, he explored deeply the area of graphical models for cybersecurity, metrics, measurement, and efficient evaluation methods for automated cybersecurity modeling and analysis and applied those key ideas to Cloud computing, Internet of Things (IoT), Moving Target Defenses (MTD), cyber deception, and automated cyber-attacks generation. He worked with diverse groups of people from various countries including Australia, Bangladesh, Brazil, China, Germany, India, Iran, Italy, Japan, Saudi Arabia, South Korea, Mongolia, Morocco, Malaysia, Nepal, New Zealand, Nigeria, Pakistan, Qatar, USA, UK, and Vietnam.

Academic Genealogy

As for his academic genealogy, his Ph.D. thesis advisor was

  • Jong-Sou Park (Pennsylvania State University, Ph.D., 1994); his one was
  • Paul Thomas Hulina (Pennsylvania State University, Ph.D., 1969); then it runs back through
  • Jon Gustav Bredeson (Northwestern University, Ph.D., 1967),
  • Seifollah Louis Hakimi (The University of Illinois at Urbana-Champaign (UIUC), Ph.D., 1959),
  • Mac Van Valkenburg (Stanford University, Ph.D., 1952),
  • Oswald Garrison Villard, Jr. (Stanford University, Ph.D., 1949),
  • Frederick Emmons Terman (widely credited as being the father of Silicon Valley) (Massachusetts Institute of Technology (MIT), 1924, Sc.D.) and
  • Vannevar Bush (Jointly Harvard/MIT, D. Eng., 1916) to
  • Arthur Edwin Kennelly (Professor at Harvard/MIT) (who was working in Thomas Edison's West Orange Laboratory from December 1887 to March 1894) and Dugald C. Jackson.

His postdoc advisor is Professor Kishor S. Trivedi (UIUC, Ph.D., 1974) who is a Life Fellow of IEEE and the Hudson Distinguished Professor of Electrical and Computer Engineering at Duke University, USA. Please visit the academic tree from Duglad C. Jackson up to the ancestors at the academic tree (link).

Availability

Associate Professor Dan Kim is:
Available for supervision

Qualifications

  • Doctor of Philosophy of Computer Engineering, Korea Aerospace University (Hankuk Aviation University)

Research interests

  • Artificial Intelligence (AI) for cyber security

  • Adversarial attacks to AI and countermeasures

  • Cybersecurity Modeling and Analysis: Models, Metrics, Measurement and Visualisation

  • Interpretable, dependable and secure machine learning/deep learning

  • Internet of Things/Edge security

  • Moving target defense

  • Privacy preserving machine learning/deep learning

  • Security and Performability of Moving Target Defenses

  • Software Defined Networking security

Research impacts

  • Secure and Safe networking environment
  • Resilient systems and networks
  • Trustworthy AI systems

Works

Search Professor Dan Kim’s works on UQ eSpace

185 works between 2003 and 2024

141 - 160 of 185 works

2012

Journal Article

Attack countermeasure trees (ACT): towards unifying the constructs of attack and defense trees

Roy, Arpan, Kim, Dong Seong and Trivedi, Kishor S. (2012). Attack countermeasure trees (ACT): towards unifying the constructs of attack and defense trees. Security and Communication Networks, 5 (8), 929-943. doi: 10.1002/sec.299

Attack countermeasure trees (ACT): towards unifying the constructs of attack and defense trees

2012

Conference Publication

HARMs: Hierarchical attack representation models for network security analysis

Hong, Jin and Kim, Dong-Seong (2012). HARMs: Hierarchical attack representation models for network security analysis. 10th Australian Information Security Management Conference, AISM 2012, Perth, WA Australia, 3 - 5 December 2012. Joondalup, WA Australia: Edith Cowan University.

HARMs: Hierarchical attack representation models for network security analysis

2012

Book Chapter

Dependability Modeling

Maciel, Paulo R. M., Trivedi, Kishor S., Matias, Rivalino and Kim, Dong Seong (2012). Dependability Modeling. Performance and Dependability in Service Computing. (pp. 53-97) Hershey, PA, United States: IGI Global. doi: 10.4018/978-1-60960-794-4.ch003

Dependability Modeling

2012

Conference Publication

Detection of DDoS attacks using optimized traffic matrix

Lee, Sang Min, Kim, Dong Seong, Lee, Je Hak and Park, Jong Sou (2012). Detection of DDoS attacks using optimized traffic matrix. Kidlington, Oxford, United Kingdom: Pergamon Press. doi: 10.1016/j.camwa.2011.08.020

Detection of DDoS attacks using optimized traffic matrix

2012

Book Chapter

Multi-state availability modeling in practice

Trivedi, Kishor S., Kim, Dong Seong and Yin, Xiaoyan (2012). Multi-state availability modeling in practice. Recent Advances in System Reliability. (pp. 165-180) London, United Kingdom: Springer. doi: 10.1007/978-1-4471-2207-4_12

Multi-state availability modeling in practice

2012

Journal Article

Sensitivity analysis of server virtualized system availability

Matos, Rubens De S., MacIel, Paulo R. M., Machida, Fumio, Kim, Dong Seong and Trivedi, Kishor S. (2012). Sensitivity analysis of server virtualized system availability. IEEE Transactions on Reliability, 61 (4) 6324402, 994-1006. doi: 10.1109/TR.2012.2220711

Sensitivity analysis of server virtualized system availability

2012

Conference Publication

Scalable optimal countermeasure selection using implicit enumeration on attack countermeasure trees

Roy, Arpan, Kim, Dong Seong and Trivedi, Kishor S. (2012). Scalable optimal countermeasure selection using implicit enumeration on attack countermeasure trees. IEEE/IFIP International Conference on Dependable Systems and Networks (DSN 2012), Boston, MA, United States, 25 - 28 June 2012. doi: 10.1109/DSN.2012.6263940

Scalable optimal countermeasure selection using implicit enumeration on attack countermeasure trees

2012

Conference Publication

Reliability and availability analysis for an on board computer in a satellite system using standby redundancy and rejuvenation

Kim, Dong Seong, Lee, Sang Min, Jung, Jin-Hyun, Kim, Tae Hwan, Lee, Seulki and Park, Jong Sou (2012). Reliability and availability analysis for an on board computer in a satellite system using standby redundancy and rejuvenation. International Conference on Materials and Reliability (ICMR), Busan South Korea, 20-22 November 2011. Heidelberg, Germany: Springer. doi: 10.1007/s12206-012-0512-6

Reliability and availability analysis for an on board computer in a satellite system using standby redundancy and rejuvenation

2011

Conference Publication

Modeling and analyzing server system with rejuvenation through SysML and stochastic reward nets

Andrade, Ermeson C., MacHida, Fumio, Kim, Dong Seong and Trivedi, Kishor S. (2011). Modeling and analyzing server system with rejuvenation through SysML and stochastic reward nets. 2011 Sixth International Conference on Availability, Reliability and Security, Vienna, Austria, 22-26 August, 2011. Piscataway, NJ, United States: IEEE . doi: 10.1109/ARES.2011.28

Modeling and analyzing server system with rejuvenation through SysML and stochastic reward nets

2011

Conference Publication

Recovery from failures due to Mandelbugs in IT systems

Trivedi, Kishor S., Mansharamani, Rajesh, Kim, Dong Seong, Grottke, Michael and Nambiar, Manoj (2011). Recovery from failures due to Mandelbugs in IT systems. 17th IEEE Pacific Rim International Symposium on Dependable Computing, PRDC 2011, Pasadena, CA, United States, 12 - 14 December, 2011. Piscataway, NJ, United States: IEEE . doi: 10.1109/PRDC.2011.34

Recovery from failures due to Mandelbugs in IT systems

2011

Conference Publication

DDoS attacks detection using GA based optimized traffic matrix

Lee, Je Hak, Kim, Dong Seong, Lee, Sang Min and Park, Jong Sou (2011). DDoS attacks detection using GA based optimized traffic matrix. Fifth International Conference on Innovative Mobile and Internet Services in Ubiquitous Computing , Seoul, South Korea , 30 June-2 July 2011 . doi: 10.1109/IMIS.2011.116

DDoS attacks detection using GA based optimized traffic matrix

2011

Conference Publication

Performability analysis of IaaS cloud

Kim, Ji Ho, Lee, Sang Min, Kim, Dong Seong and Park, Jong Sou (2011). Performability analysis of IaaS cloud. 2011 5th International Conference on Innovative Mobile and Internet Services in Ubiquitous Computing, IMIS 2011, Seoul, South Korea, June 30 - July 2, 2011. Los Alamitos, CA, United States: IEEE Computer Society. doi: 10.1109/IMIS.2011.117

Performability analysis of IaaS cloud

2011

Conference Publication

Candy: Component-based Availability Modeling Framework for Cloud Service Management Using SysML

Machida, Fumio, Andrade, Ermeson, Kim, Dong Seong and Trivedi, Kishor S. (2011). Candy: Component-based Availability Modeling Framework for Cloud Service Management Using SysML. 30th IEEE International Symposium on Reliable Distributed Systems (SRDS), Madrid, Spain, 4-7 October, 2011. Los Alamitos, CA, United States: IEEE Computer Society. doi: 10.1109/SRDS.2011.33

Candy: Component-based Availability Modeling Framework for Cloud Service Management Using SysML

2011

Journal Article

Cost-sensitive spam detection using parameters optimization and feature selection

Lee, Sang Min, Kim, Dong Seong and Park, Jong Sou (2011). Cost-sensitive spam detection using parameters optimization and feature selection. Journal of Universal Computer Science, 17 (6), 944-960. doi: 10.3217/jucs-017-06-0944

Cost-sensitive spam detection using parameters optimization and feature selection

2010

Conference Publication

A hierarchical model for reliability analysis of sensor networks

Kim, Dong Seong, Ghosh, Rahul and Trivedi, Kishor S. (2010). A hierarchical model for reliability analysis of sensor networks. doi: 10.1109/PRDC.2010.25

A hierarchical model for reliability analysis of sensor networks

2010

Conference Publication

Poster abstract: ACT: Attack countermeasure trees for information assurance analysis

Roy, Arpan, Kim, Dong Seong and Trivedi, Kishor S. (2010). Poster abstract: ACT: Attack countermeasure trees for information assurance analysis. 2010 INFOCOM IEEE Conference on Computer Communications Workshops, San Diego CA, United States, 15-19 March 2010. Piscataway, NJ United States: IEEE. doi: 10.1109/INFCOMW.2010.5466633

Poster abstract: ACT: Attack countermeasure trees for information assurance analysis

2010

Conference Publication

Cyber security analysis using attack countermeasure trees

Roy, Arpan, Kim, Dong Seong and Trivedi, Kishor S. (2010). Cyber security analysis using attack countermeasure trees. Sixth Annual Workshop on Cyber Security and Information Intelligence Research, Oak Ridge, TN United States, 21 - 23 April 2010. New York, NY, United States: ACM. doi: 10.1145/1852666.1852698

Cyber security analysis using attack countermeasure trees

2010

Conference Publication

End-to-end performability analysis for Infrastructure-as-a-Service cloud: An interacting stochastic models approach

Ghosh, Rahul, Trivedi, Kishor S., Naik, Vijay K. and Kim, Dong Seong (2010). End-to-end performability analysis for Infrastructure-as-a-Service cloud: An interacting stochastic models approach. 16th IEEE Pacific Rim International Symposium on Dependable Computing, PRDC 2010, Tokyo, Japan, 13 - 15 December 2010. doi: 10.1109/PRDC.2010.30

End-to-end performability analysis for Infrastructure-as-a-Service cloud: An interacting stochastic models approach

2010

Conference Publication

Modeling and analysis of software rejuvenation in a server virtualized system

Machida, Fumio, Kim, Dong Seong and Trivedi, Kishor S. (2010). Modeling and analysis of software rejuvenation in a server virtualized system. 2010 IEEE Second International Workshop on Software Aging and Rejuvenation, San Jose, CA, United States, 2 November 2010. Piscataway, NJ, United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/wosar.2010.5722098

Modeling and analysis of software rejuvenation in a server virtualized system

2010

Conference Publication

A Peer-to-Peer RFID Resolution Framework for Supply Chain Network

Shrestha, Safal, Kim, Dong Seong, Lee, Seulki and Park, Jong Sou (2010). A Peer-to-Peer RFID Resolution Framework for Supply Chain Network. 2nd International Conference on Future Networks (ICFN 2010), Sanya Peoples R China, 22-24 January 2010. Los Alamitos, CA United States: IEEE. doi: 10.1109/ICFN.2010.98

A Peer-to-Peer RFID Resolution Framework for Supply Chain Network

Funding

Current funding

  • 2023 - 2026
    A Study on Development of Cyber-Physical Attack Response System and Security Management System for Maximizing Availability of Real-Time Distributed Resources
    International Energy Joint R&D Program
    Open grant

Past funding

  • 2020 - 2023
    Resilient Learning-based Defense under Adversarial and Uncertain Environments
    United States Army International Technology Center-Pacific (ITC-PAC)
    Open grant
  • 2019 - 2021
    Advanced security technologies for the internet of things (NZ Ministry of Business, Innovation & Employment-funded project administered by University of Canterbury)
    University of Canterbury
    Open grant
  • 2019 - 2020
    A research on modelling methods of threat and defence activities in cyber training environments
    Agency for Defence Development, Republic of Korea
    Open grant
  • 2019 - 2021
    Development and Evaluation of Service-Aware Intelligent Moving Target Defense for Tactical Networks (ITC-PAC grant administered by Gwangju Institute of Science and Technology)
    Gwangju Institute of Science and Technology
    Open grant

Supervision

Availability

Associate Professor Dan Kim is:
Available for supervision

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Available projects

  • Cyber attacks to Machine/Deep Learning Techniques and Defences

  • Privacy Preserving Deep Learning Techniques

  • Graphical Security Models, Metrics and Measurements

  • Moving Target Defences

Supervision history

Current supervision

  • Doctor Philosophy

    Advanced Moving Target Defence against AI based Cyber Attacks

    Principal Advisor

    Other advisors: Dr Guowei Yang

  • Doctor Philosophy

    Automated Penetration Testing using Advanced AI Techniques

    Principal Advisor

    Other advisors: Associate Professor Guangdong Bai

  • Doctor Philosophy

    Adversarial Cyber-Attacks and Defences for In-Vehicle Networks

    Principal Advisor

    Other advisors: Dr Naipeng Dong

  • Doctor Philosophy

    A comprehensive framework for automated cybersecurity assessment, mitigation, and education using graphical security models

    Principal Advisor

    Other advisors: Associate Professor Guangdong Bai

  • Doctor Philosophy

    Adversarial AI Attacks and Defenses in Intrusion Detection System for IoT

    Principal Advisor

    Other advisors: Associate Professor Guangdong Bai

  • Doctor Philosophy

    AI based intrusion detection and response system

    Principal Advisor

    Other advisors: Associate Professor Guangdong Bai

  • Doctor Philosophy

    Automated Testing of Deep Learning Systems

    Associate Advisor

    Other advisors: Dr Naipeng Dong, Dr Guowei Yang

Completed supervision

Media

Enquiries

For media enquiries about Associate Professor Dan Kim's areas of expertise, story ideas and help finding experts, contact our Media team:

communications@uq.edu.au