Roben Delos Reyes
Roben Delos Reyes
PhD Candidate
School of Computing and Information Systems
The University of Melbourne
Email: rdelosreyes [at] student.unimelb.edu.au
Embedded Files
About
About
I am a PhD candidate in the School of Computing and Information Systems at the University of Melbourne, supervised by A/Prof. Nic Geard and A/Prof. Daniel Capurro. My PhD research focuses on modeling the impact of mass casualty incidents on the provision and utilization of emergency department services. Specifically, I study how to design and evaluate computational and AI models for disaster preparedness and response. More broadly, my research interests include health informatics, computational modeling, and AI, aimed at developing data-driven approaches to support clinical and operational decision making in healthcare systems.
My PhD is funded by the Melbourne Research Scholarship. I hold an honorary appointment with the Royal Melbourne Hospital and am a recipient of the 2023 Melbourne Centre for Data Science Doctoral Academy Fellowship.
News
News
June 2025
The paper from my RA work on a behaviour change modelling project is now available in JASSS: A microsimulation model of behaviour change calibrated to reversal learning data!
I will tutor Digital Transformation of Health this Winter Term 2025 as well!
February 2025
I will tutor Modelling Complex Software Systems and Digital Transformation of Health this Semester 1, 2025. Excited for the semester ahead!
I will supervise three student groups for the Data Science Project, the culmination of the Master of Data Science program.
December 2024
I completed the Melbourne Teaching Certificate through the Melbourne Centre for the Study of Higher Education at the University of Melbourne!
September 2024
The first paper from my PhD is now available in Computers in Biology and Medicine: Modelling patient trajectories in emergency department simulations using retrospective patient cohorts!
Education
Education
PhD in Engineering and IT, (ongoing)
School of Computing and Information Systems, The University of Melbourne
Supervisors: A/Prof. Nic Geard, A/Prof. Daniel Capurro
MS in Electrical Engineering, 2020
School of Electrical Engineering, Korea Advanced Institute of Science and Technology (KAIST)
Supervisor: Prof. Yung Yi
BS in Computer Science, 2018, magna cum laude
Department of Computer Science, University of the Philippines Diliman (UPD)
Supervisor: A/Prof. Jasmine Malinao
Publications
Publications
(J=Journal, C=Conference, W=Workshop, P=Preprint, S=Submitted, *=equal contribution)
[J6] A microsimulation model of behaviour change calibrated to reversal learning data
R. Delos Reyes, H. Lyons Keenan, C. Zachreson
Journal of Artificial Societies and Social Simulation (JASSS), 2025
[paper] [code]
[J5] Modelling patient trajectories in emergency department simulations using retrospective patient cohorts
R. Delos Reyes, D. Capurro, N. Geard
Computers in Biology and Medicine, 2024
[J4] Multi-targeted therapy resistance via drug-induced secretome fucosylation
M. B. Aldonza*, J. Cha*, I. Yong, J. Ku, P. Sinitcyn, D. Lee, R. Cho, R. Delos Reyes, D. Kim, S. Kim, M. Kang, Y. Ku, G. Park, H. Sung, H. Ryu, S. Cho, T. Kim, P. Kim, J. Cho, Y. Kim
[J3] Real-time detection of sleep apnea based on breathing sounds and prediction reinforcement using home noises: Algorithm development and validation
V. L. Le*, D. Kim*, E. Cho, H. Jang, R. Delos Reyes, H. Kim, D. Lee, I. Yoon, J. Hong, J. Kim
Journal of Medical Internet Research, 2023
[paper]
[J2] Confidence-based framework using deep learning for automated sleep stage scoring
J. Hong*, T. Lee*, R. Delos Reyes, J. Hong, H. H. Tran, D. Lee, J. Jung, I. Yoon
Nature and Science of Sleep, 2021
[paper]
[J1] Chemotherapy confers a conserved secondary tolerance to EGFR inhibition via AXL-mediated signaling bypass
M. B. Aldonza, R. Delos Reyes, Y. Kim, J. Ku, A. M. Barsallo, J. Hong, S. Lee, H. Ryu, Y. Park, J. Cho, Y. Kim
Scientific Reports, 2021
[C1] Disentangling sources of risk for distributional multi-agent reinforcement learning
K. Son, J. Kim, S. Ahn, R. Delos Reyes, Y. Yi, J. Shin
In Proceedings of the 39th International Conference on Machine Learning (ICML), 2022
[paper]
[W1] Matrix representation and automation of verification of soundness of Robustness Diagram with loop and time controls
K. M. Agnes*, R. Delos Reyes*, J. Malinao, R. A. Juayong
In Proceedings of the 8th Workshop on Computing: Theory and Practice (WCTP), 2018
[paper]
[P1] Curiosity-driven multi-agent exploration with mixed objectives
R. Delos Reyes, K. Son, J. Jung, W. Kang, Y. Yi
arXiv, 2022
[paper]
Page updated
Google Sites
Report abuse