Research output per year
Research output per year
Dr
KY16 9SS
United Kingdom
Accepting Postgraduate Research Students
PhD projects
machine learning and deep reinforcement learning for automated algorithm design, constraint programming, combinatorial optimisation.
Broadly speaking, my research interests lie in the intersection between machine learning and optimisation. I am particularly interested in automated algorithm configuration/design, where the aim is to leverage machine learning to automate the development of optimisation algorithms. One of my current research focuses is deep reinforcement learning for Dynamic Algorithm Configuration.
I am also interested and have been working intensively on constraint modelling and solving, where I focus on integrating machine learning and automated algorithm configuration techniques into constraint programming.
combinatorial optimisation, algorithms, machine learning, deep reinforcement learning, automated algorithm configuration, constraint modelling, evolutionary algorithms.
Research output: Contribution to journal › Article › peer-review
Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Research output: Contribution to conference › Paper › peer-review
Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Akgun, O. (Creator), Dang, N. T. T. (Creator) & Salamon, A. (Creator), GitHub, 2020
https://github.com/stacs-cp/CPAIOR2020-InstanceGen
Dataset
Spracklen, P. (Creator), Miguel, I. J. (Supervisor), Akgun, O. (Supervisor) & Dang, N. T. T. (Contributor), University of St Andrews, 18 Aug 2022
DOI: 10.17630/9805a859-d08d-4390-b986-7fce98f7fe70
Dataset: Thesis dataset
Dang, N. T. T. (Creator) & Miguel, I. J. (Creator), GitHub, 2024
Dataset
Akgun, O. (Creator), Dang, N. T. T. (Creator), Miguel, I. J. (Creator), Salamon, A. (Creator) & Stone, C. L. (Creator), GitHub, 2019
https://github.com/stacs-cp/CP2019-InstanceGen
Dataset
Spracklen, P. (Creator), Dang, N. T. T. (Creator), Akgun, O. (Creator) & Miguel, I. J. (Creator), GitHub, 2019
https://github.com/stacs-cp/CP2019-Streamlining
Dataset
Dang, N. T. T. (PI)
1/09/20 → 31/08/23
Project: Fellowship
Hoffmann, R. (Chair of organising committee), Ross, K. (Member of organising committee), Ardati, A. A. (Participant), Dearle, A. (Participant), Connor, R. (Participant), Claydon, B. (Participant), Miller, A. (Participant), Sturdee, M. (Participant), Miguel, A. R. (Participant), Manataki, A. (Participant), Cassidy, C. A. (Participant), Pisani, S. (Participant), Brown, C. M. (Participant), Barwell, A. D. (Participant), Myles, C. G. G. (Participant), Harris-Birtill, D. C. C. (Participant), Morrison, D. (Participant), Balasubramaniam, D. (Participant), Dang, N. T. T. (Participant), Brady, E. C. (Participant), Terzic, K. (Participant), Kadi, H. A. (Participant), Oliver, I. A. (Participant), Kennedy, S. E. (Participant), Espasa Arxer, J. (Participant), Ye, J. (Participant), Clarke, L. (Participant), Jacques, J. T. (Participant), Young, M. (Participant), Chang, M. S. (Participant), Akgun, O. (Participant), Gent, I. P. (Participant), Jefferson, C. A. (Participant), Konovalov, O. (Participant), Loughney, J. P. (Participant), Letham, R. (Participant), Metcalfe, T. (Participant), Henderson, T. (Participant), Zhang, J. (Participant), Nguyen, R. (Participant), Halite, A. (Participant), Leal Teixeira Gondim Simao, A. (Participant), Ozkaya, A. (Participant), Powell, V. (Participant), Watson, H. (Participant), Nickson, M. (Participant), Sullivan, J. (Participant) & Michalovits, S. (Participant)
Activity: Participating in or organising an event types › Participation in or organising a public festival/exhibition/event
Hoffmann, R. (Chair of organising committee), Ross, K. (Member of organising committee), Boyd, K. M. (Member of organising committee), Miller, A. H. D. (Participant), Miguel, A. R. (Participant), Varghese, B. (Participant), Brown, C. M. (Participant), Jefferson, C. A. (Participant), Harris-Birtill, D. C. C. (Participant), Balasubramaniam, D. (Participant), Brady, E. C. (Participant), Kirby, G. N. C. (Participant), Gent, I. P. (Participant), Jacques, J. T. (Participant), Espasa Arxer, J. (Participant), Ye, J. (Participant), Terzic, K. (Participant), Fang, L. (Participant), Nederhof, M. J. (Participant), Young, M. (Participant), Dang, N. T. T. (Participant), Konovalov, O. (Participant), Akgun, O. (Participant), Connor, R. (Participant), Dearle, A. (Participant), Filgueira, R. (Participant), Zhu, X. (Participant), Bhatti, S. (Participant), Dobson, S. A. (Participant), Mann, P. S. (Participant), Sarkar, S. (Participant), Kelsey, T. (Participant) & Spink, T. (Participant)
Activity: Participating in or organising an event types › Participation in or organising a public festival/exhibition/event
Dang, N. T. T. (Visiting researcher)
Activity: Visiting an external institution types › Visiting an external academic institution