Projects per year
Personal profile
Personal Statement
I am a Lecturer in the Department of Computer and Information Sciences, University of Strathclyde, where I am part of the Digital Health and Wellness Group. Previously I was lecturer for a couple of years at the Department of Physics and Mathematics, Nottingham Trent University, and UKRI Innovations Fellow in Medical Informatics at the Usher Institute, University of Edinburgh & Health Data Research UK. My PhD was in biomedical signal processing at IDCOM, University of Edinburgh.
My work focuses on the development and application of computational tools for the analysis of biomedical networks, particularly for neuroimaging data of human brain structure and function, but also for other biological networks, like protein interaction networks and metabolic networks.
I also study the theoretical foundations of networks, including network geometry, hierarchy and complexity and studying different measures of variance within networks.
I work on interdisciplinary problems with a wide range of experts, exploring creative ways for analysing data, and coming up with experiments to provide novel insights into problems.
My main research interests to date include:
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Hierarchical complexity of human brain structural and functional connectivity and its relevance in brain development and degeneration
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Machine learning of brain MRI data for Major Depressive Disorder
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Theory of biological networks
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Theory and applications of signal processing for neuroimaging
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Statistical complexity and generative models of networks
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):
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Collaborations and top research areas from the last five years
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Machine learning of structural and functional connectomes in treatment response resistance of depression
Smith, K. (Co-investigator) & Whalley, H. C. (Principal Investigator)
1/10/24 → 1/04/28
Project: Research - Studentship
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DTP 2224 University of Strathclyde | Roy, Om
Smith, K. (Principal Investigator), Atkey, B. (Co-investigator) & Roy, O. (Research Co-investigator)
EPSRC (Engineering and Physical Sciences Research Council)
1/10/24 → 1/04/28
Project: Research Studentship - Internally Allocated
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Covariance density neural networks
Roy, O., Moshfeghi, Y. & Smith, K., 16 May 2025, Ithaca, NY, 39 p.Research output: Working paper › Working Paper/Preprint
Open AccessFile -
Network temperature as a metric of stability in depression symptoms across adolescence
Grimes, P., Murray, A., Smith, K. M., Allegrini, A., Piazza, G., Larsson, H., Epskamp, S., Whalley, H. C. & Kwong, A., 1 May 2025, In: Nature Mental Health . 3, 5, p. 548-557 10 p., e2216499120.Research output: Contribution to journal › Article › peer-review
Open AccessFile1 Citation (Scopus)
Activities
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Statistical Complexity of Brain Networks
Smith, K. (Speaker)
6 May 2025Activity: Talk or presentation types › Oral presentation
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Statistical complexity of brain networks
Smith, K. (Speaker)
12 Mar 2025Activity: Talk or presentation types › Invited talk