Personal profile
Research overview
My research focuses on the development of new statistical methodology motivated by real problems, primarily within the areas of neuroscience and healthcare. I am particularly interested in the analysis of complex spatio-temporal data and large-scale inference problems within the Bayesian framework.
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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SDG 3 Good Health and Well-being
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SDG 13 Climate Action
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Collaborations and top research areas from the last five years
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DECOVID: a UK two-center harmonized database of acute care electronic health records for COVID-19 research
DECOVID Consortium, Aslett, L. J. M., Avramescu, A., Bakewell, N., Birds, I., Bowler, L., Camilleri, M. P. J., Chung, S.-C., Clifton, D. A., Cohen, S. N., Constantine-Cooke, N., Daub, E. G., Davidson, S., Denaxas, S., Diaz-Ordaz, K., Feltbower, R., Gallier, S., Gardiner, S., Gasperoni, F. & Goudie, R. J. B. & 55 others, , 1 Dec 2025, In: Data. 10, 12, 27 p., 195.Research output: Contribution to journal › Article › peer-review
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Suppression of host gene expression is associated with latent TB infection: a possible diagnostic biomarker
Nakiboneka, R., Margaritella, N., Nyirenda, T., Chaima, D., Walbaum, N., Musisi, E., Tionge, S., Msosa, T., Nliwasa, M., Msefula, C. L., Sloan, D. & Sabiiti, W., 7 Jul 2024, In: Scientific Reports. 14, 11 p., 15621.Research output: Contribution to journal › Article › peer-review
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Parameter clustering in Bayesian functional principal component analysis of neuroscientific data
Margaritella, N., Inácio, V. & King, R., 15 Jan 2021, In: Statistics in Medicine. 40, 1, p. 167-184 18 p.Research output: Contribution to journal › Article › peer-review
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Brain networks construction using Bayes FDR and average power function
Quatto, P., Margaritella, N., Costantini, I., Baglio, F., Garegnani, M., Nemni, R. & Pugnetti, L., 1 Mar 2020, In: Statistical Methods in Medical Research. 29, 3, p. 866-878 13 p.Research output: Contribution to journal › Article › peer-review
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Changing lifestyle of persons with multiple sclerosis: development, feasibility and preliminary results of a novel high-impact collaborative intervention in leisure environments
Mendozzi, L., Tovo, A., Grosso, C., Rovaris, M., Rossi, V., d'Arma, A., Garegnani, M., Margaritella, N., Barbarito, N., Meotti, M., Negri, L., Bowman, T., Grilli, S., Sinatra, M. & Pugnetti, L., 28 Mar 2018, In: International Journal of Physical Medicine & Rehabilitation. 6, 2, 12 p., 1000461.Research output: Contribution to journal › Article › peer-review
Open AccessFile
Datasets
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APFr: Multiple Testing Approach using Average Power Function (APF) and Bayes FDR Robust Estimation (code)
Margaritella, N. (Creator) & Quatto, P. (Creator), The Comprehensive R Archive Network, 2022
https://CRAN.R-project.org/package=APFr
Dataset: Software
Projects
- 2 Finished
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London Mathematical Society (LMS) Research in Pairs Grant
Margaritella, N. (PI)
19/06/22 → 26/06/22
Project: Other
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London Mathematical Society (LMS) Early Career Fellowship
Margaritella, N. (PI)
1/08/20 → 28/02/21
Project: Fellowship
Activities
- 2 Public lecture/debate/seminar
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Advanced Bayesian methods for neuroscientific data
Margaritella, N. (Speaker)
Feb 2022 → …Activity: Talk or presentation types › Public lecture/debate/seminar
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Parameter clustering in functional PCA of neuroscientific data
Margaritella, N. (Speaker)
Nov 2021Activity: Talk or presentation types › Public lecture/debate/seminar
Prizes
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Associate Fellow of the Higher Education Academy (AFHEA)
Margaritella, N. (Recipient), 2018
Prize: Election to learned society