Research and Talks

Academic Publications

Burke, A.T, Ashraf, M., Kadirov, M. and Janusz, A. (2026). IoT Threat Detection Using Process Conformance and ML Classification. Asia-Pacific Symposium on Process and Artificial Intelligence (ASPAI 2026). Best Paper Award. [blog] [pre-print] [slides]

Bär, P., Burke, A.T., Wynn, M.T, and Leemans, S.J.J. (2026). Miss Probabilities for Subprocesses. Cooperative Information Systems (CoopIS2026). Forthcoming.

Burke, A.T., Leemans, S.J.J, Wynn, Moe T. (2025). Trace Probability Calculation on Probabilistic Process Trees. Stochastics, Uncertainty and Non-Determinism in Process Mining Workshop (SUN-PM) at ICPM2025. in press. [blog] [pre-print]

Bär, P., Burke, A.T., Leemans, S.J.J, Wynn, Moe T. (2025). Skip Probabilities for Subprocesses. 7th International Conference on Process Mining (ICPM2025). in press. [blog] [pre-print]

Manzor, F.A.M., Burke, A., Venkatachalam, N., Janusz, A. (2025). Suspicious Activity Detection Using Blockchain Process Mining. In: Grabis, J., Wautelet, Y. (eds) Advanced Information Systems Engineering Workshops. CAiSE 2025. Lecture Notes in Business Information Processing, vol 556. Springer, Cham. 10.1007/978-3-031-94931-9_11 [blog] [pre-print] [slides]

Burke, A. T., Leemans, Sander J.J., Wynn, Moe T., van der Aalst, Wil M.P., ter Hofstede, Arthur H.M. A Chance For Models To Show Their Quality: Stochastic process model-log dimensions (2024). Information Systems, Volume 124, 2024, 102382. 10.1016/j.is.2024.102382 [blog] [pre-print]

Burke, A. T (2024). Process Mining with Labelled Stochastic Nets. PhD thesis, Queensland University of Technology. Honourable mention, 6th International Conference on Process Mining (ICPM2024). 10.5204/thesis.eprints.247157 [blog] [thesis]

Schalk, P, Burke, A.T., and Lorenz, R. (2024). Navigating Complexity: Comparing Complexity Measures with Weyuker’s Properties. 6th International Conference on Process Mining (ICPM2024). 10.1109/ICPM63005.2024.10680655 [pre-print]

Burke, A. T., Leemans, S. J. J., Wynn, M.T., & Campbell, C. D. (2023). State Snapshot Process Discovery on Career Paths of Qing Dynasty Civil Servants. 5th International Conference on Process Mining (ICPM2023). Out of the Box Paper Award. 10.1109/ICPM60904.2023.10271942 [blog] [pre-print] [slides]

Burke, A., Leemans, S. J. J., Wynn, M. T., van der Aalst, W.M.P, & ter Hofstede, A.H.M. (2022). Stochastic Process Model-Log Quality Dimensions: An Experimental Study. 4th International Conference on Process Mining (ICPM2022). 10.1109/ICPM57379.2022.9980707 [blog] [pre-print] [slides]

Burke, A., Leemans, S. J. J., & Wynn, M. T. (2021). Discovering Stochastic Process Models By Reduction and Abstraction. Application and Theory of Petri Nets and Concurrency (pp. 312-336). 10.1007/978-3-030-76983-3_16 [blog] [pre-print] [teaser video] [talk] [slides]

Burke, A., Leemans, S. J. J., & Wynn, M. T. (2021). Stochastic Process Discovery by Weight Estimation. Presented at PQMI Workshop at ICPM2020. In Process Mining Workshops (pp. 260–272). Springer International Publishing. 10.1007/978-3-030-72693-5_20 [blog] [pre-print] [slides]

Burke, A. (2019). Occluded algorithms. Big Data & Society, 6(2), 2053951719858743. 10.1177/2053951719858743 (open access) [blog]

ORCID: 0000-0003-4407-2199

Talks

Burke, A., Wynn, M.T. (2025). Process Voids: Data Science Without Data. Talk. Australian Data Science Network 2025. [blog] [slides]

Structured Performance Tests. World Conference on Next Generation Testing 2020. [blog] [slides]

Acceleration With A Steering Wheel. DevOps 2018, Singapore. [blog] [slides]

iRobot - Automated Testing with Python and Robot. Innovation Now 2015, BAML Tech Conference.

Robotic Invisible Hands and Mythological Greenfields. Guest lecture for Banking Technology subject, Singapore Management University. 2013. [slides]

Writing

Delirious Microservices. For Diffractions Collective, 2025.

Platform QA, 2019.

FIX, Blockchain and Distributed Transactions, 2018.

The Chinese Rooms of Cognitive Capital. For &&&, 2016.

Study

Doctor of Philosophy, Thesis: Process Mining with Labelled Stochastic Nets. Supervisors: Prof Moe Wynn, Prof Sander Leemans and Prof Arthur ter Hofstede. School of Information Systems. 2020-2024. [thesis]

New Centre for Research and Practice, seminars in Critical Philosophy, 2016-9.

Bachelor of Science in Computer Science (Honours I), University of Queensland, 1998. Honours thesis: Java Development Utilizing Formal Specification.