Research output per year
Research output per year
Bayesian inference and topological data analysis provide established machine learning tools. However, deep learning poses scalability challenges to these tools. My research focuses on Bayesian deep learning (BDL) and topological deep learning (TDL), which aim to make Bayesian and topological approaches to deep learning feasible. In the contemporary era of AI, BDL models can quantify uncertainties and assess risks, and TDL models can extract structure from big data. Healthcare is a safety-critical domain of application that interests me, as uncertainty quantification and elicitation of structure from biomedical data matter.
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):
Research output: Chapter in Book/Conference proceeding › Chapter › peer-review
Research output: Contribution to journal › Article › peer-review
Research output: Contribution to journal › Article › peer-review
Research output: Contribution to journal › Article › peer-review
Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review
Barrett, E. (PI), Allmendinger, R. (Researcher), Elliot, M. (Researcher), Lord, N. (Researcher), Cordeiro, L. (Researcher), Gibson, R. (Researcher), Papamarkou, T. (Researcher), Dresner, D. (Researcher), Buil-Gil, D. (Researcher), Aldridge, J. (Researcher), Duncan, P. (Researcher), Banach, R. (Researcher), Brown, G. (Researcher), Dennis, L. (Researcher), Fisher, M. (Researcher), Korovin, K. (Researcher), Kotselidis, C.-E. (Researcher), Luján, M. (Researcher), Mustafa, M. (Researcher), Olivier, P. (Researcher), Reger, G. (Researcher), Zhang, N. (Researcher), Hodgkinson, G. (Researcher), Gulati, S. (Researcher), Ainsworth, J. (Researcher), Chen, Y.-W. (Researcher), Green, B. (Researcher), Healey, M. (Researcher), Uyarra, E. (Researcher), Zachariadis, M. (Researcher), Little, C. (Researcher), Mackey, E. (Researcher), Nenadic, G. (Researcher), Keane, J. (Researcher), Shlomo, N. (Researcher), Laskowski, N. (Researcher), Jarwar, M. A. (Researcher), Shariati Samani, S. (Researcher), Smith, D. (Researcher), Kambites, M. (Researcher), Thorpe, M. (Researcher), Rowley, P. (Researcher), Flynn, S. (Researcher), Turner, P. (Researcher), Wainwright, V. (Researcher), Czerwinsky, A. (PGR student), Nini, A. (Researcher), Broad, R. (Researcher), Shute, J. (Researcher), Deakin, J. (Researcher), Taboada, P. (PGR student), Knight, P. (Researcher), Hutchings, S. (Researcher), Whyte, J. (Researcher), Tolz-Zilitinkevic, V. (Researcher), Pilkington, H. (Researcher), Guharoy, S. (Researcher), Nicolo, A. (Researcher), Reggiani, C. (Researcher), Garcia Oliva, J. (Researcher), Van Someren, A. (Researcher), Bon, E. (Researcher), Cantijoch Cunill, M. (Researcher), Koch, D. (Researcher) & Chen, Y.-W. (Researcher)
11/05/21 → …
Project: Other
Allmendinger, R. (PI), Zachariadis, M. (CoI), Buil-Gil, D. (CoI), Barrett, E. (CoI), Lord, N. (CoI), Freitas, A. (CoI), Joshi, M. (CoI) & Papamarkou, T. (CoI)
4/10/21 → 30/09/22
Project: Research
Wiese, J. G. (Recipient), Wimmer, L. (Recipient), Papamarkou, T. (Recipient), Bischl, B. (Recipient), Günnemann, S. (Recipient) & Rügamer, D. (Recipient), 30 Aug 2023
Prize: Prize (including medals and awards)
Papamarkou, T. (Examiner)
Activity: Examination › Research
Papamarkou, T. (Editor in chief)
Activity: Publication peer-review and editorial work › Editorial work › Research
Papamarkou, T. (Chair)
Activity: Participating in or organising event(s) › Participating in a conference, workshop, exhibition, performance, inquiry, course etc › Research
Papamarkou, T. (Speaker)
Activity: Talk or presentation › Invited talk › Research
Papamarkou, T. (Speaker)
Activity: Talk or presentation › Invited talk › Research