Projects per year
Personal profile
Research interests
- Machine learning
- Artificial intelligence
- Reinforcement learning
- Bounded rationality
- Network science
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
Education/Academic qualification
Computer Science, Doctor of Philosophy, University of Massachusetts
Award Date: 1 Sept 2008
Computer Science, Master in Science, University of Massachusetts
Award Date: 1 Sept 2004
Industrial Engineering and Operations Research, Master in Science, University of Massachusetts
Award Date: 1 Sept 1997
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Collaborations and top research areas from the last five years
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KTP with Dancerace PLC
Şimşek, Ö. (PI) & Barnes, A. (CoI)
Innovate UK, Innovate UK Business Connect
31/05/25 → 30/05/27
Project: Central government, health and local authorities
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Co-occurrence of antisocial behaviour and substance use from adolescence to early adulthood
Deng, J. (PI), Allen, J. (PI), Freeman, T. (CoI), Hammerton, G. (CoI) & Şimşek, Ö. (CoI)
1/10/24 → 31/03/28
Project: Research council
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Increasing capacity in the NHS - Development of technologies to increase delivery of injectible medicines in the community
Watts, A. (PI), Dhokia, V. (CoI), Fincham Haines, T. (CoI), Fotaki, N. (CoI), Martinez Hernandez, U. (CoI), Tosh, D. (CoI) & Şimşek, Ö. (CoI)
Engineering and Physical Sciences Research Council
1/01/24 → 31/12/28
Project: Research council
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Self-Learning Wing Trim Optimisation for AirWing Wind Propulsion System
Sell, N. (PI), Bull, S. (CoI), Hunter, A. (CoI) & Şimşek, Ö. (CoI)
Innovate UK, Innovate UK Business Connect
1/11/24 → 31/03/25
Project: Central government, health and local authorities
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Augmenting Follow-up of Joint Replacement Patients
Pegg, E. (CoI), Şimşek, Ö. (CoI) & Gill, R. (PI)
1/08/24 → 31/05/25
Project: Research-related funding
Research output
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Accelerating Task Generalisation with Multi-Level Skill Hierarchies
Cannon, T. P. & Şimşek, Ö., 28 Apr 2025, The Thirteenth International Conference on Learning Representations. 43 p.Research output: Chapter or section in a book/report/conference proceeding › Chapter in a published conference proceeding
Open AccessFile37 Downloads (Pure) -
Accelerated modelling of moisture diffusion controlled drying using coupled physics informed neural network.
Barnard, J., Chew, J., Perera, S., Şimşek, Ö., Balquis, K. & Barker, J., 31 May 2024, In: Food and Bioproducts Processing. 145, p. 67-77 11 p.Research output: Contribution to journal › Article › peer-review
Open Access2 Citations (SciVal)25 Downloads (Pure) -
Creating Multi-Level Skill Hierarchies in Reinforcement Learning
Evans, J. B. & Şimşek, Ö., 16 Jan 2024. 13 p.Research output: Contribution to conference › Paper › peer-review
Open AccessFile120 Downloads (Pure) -
Hierarchical Orchestra of Policies
Cannon, T. P. & Şimşek, Ö., 9 Oct 2024. 1 p.Research output: Contribution to conference › Poster › peer-review
Open Access -
Identifying Optimal Launch Sites of High-Altitude Latex-Balloons using Bayesian Optimisation for the Task of Station-Keeping
Saunders, J. E., Saeedi, S., Hartshorne, A., Xu, B., Şimşek, Ö., Hunter, A. J. & Li, W., 16 Mar 2024, arXiv.Research output: Working paper / Preprint › Preprint
Open AccessFile24 Downloads (Pure)
Datasets
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Dataset for "Reformulating Reactivity Design for Data-Efficient Machine Learning"
Lewis-Atwell, T. (Creator), Beechey, D. (Creator), Şimşek, Ö. (Creator) & Grayson, M. (Creator), University of Bath, 6 Oct 2023
DOI: 10.15125/BATH-01240, https://github.com/the-grayson-group/finding_barriers
Dataset