Projects per year
Personal profile
Research interests
My core research is at the intersection of statistics, machine learning and optimisation methods. My current research is focussed on modelling data with complex high dimensional network structure and provide methodology for estimating the corresponding structure using tools from nonparametric statistics, graphical models and high dimensional inference. The emphasis is placed on developing new theoretical techniques and computational tools for network problems and applying the corresponding methodology in many fields, including biomedical and social science research, where network modelling and analysis plays an exceedingly important role.
As a mathematical Statistician I am also interested in high dimensional Inference in regression models and understanding the theoretical insights in the modern "big data" framework. The development of novel algorithms along with concrete theoretical results would enable practitioners to use them in many complex real world problems. I have a recent interest also in different optimization methods and especially understanding distributed/parallel computing with large heterogeneous data. These also include fast choice of tuning parameters in optimization algorithms and their implications in the proposed inference.
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
Statistics, Doctor of Science, Statistical Inference and Computational Methods for Large High-Dimensional Data with Network Structure, University of Michigan
Award Date: 21 Aug 2015
Statistics, Master in Science, Indian Statistical Institute, Kolkata
Award Date: 15 Jul 2010
Statistics, Bachelor of Science, University of Calcutta
Award Date: 12 Jun 2008
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Collaborations and top research areas from the last five years
Projects
- 3 Finished
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Artificial intelligence for identifying new disease clusters in patients with immune-mediated inflammatory conditions: A Proof-of-Concept Study
Nishtala, P. (PI), Isupova, O. (CoI), McGrogan, A. (CoI), McHugh, N. (CoI), Roy, S. (CoI), Tillett, W. (CoI) & Snowball, J. (Researcher)
National Institute for Health Research
4/01/21 → 31/12/21
Project: Central government, health and local authorities
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Fuzzy cognitive mapping of large-scale brain networks
Ehrhardt, B. (PI), Roy, S. (CoI) & Ashwin, C. (PI)
27/07/20 → 30/08/20
Project: Research-related funding
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Multiple Change-point Estimation for High Dimensional Networks
Roy, S. (PI)
3/06/19 → 30/06/19
Project: UK charity
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Double and single stranded detection of 5-methylcytosine and 5-hydroxymethylcytosine with nanopore sequencing
Halliwell, D. O., Honig, F., Bagby, S., Roy, S. & Murrell, A., 15 Feb 2025, In: Communications Biology. 8, 1, 1 p., 243.Research output: Contribution to journal › Article › peer-review
Open Access -
Drug Burden Index is a Modifiable Predictor of 30-Day-Hospitalization in Community-Dwelling Older Adults with Complex Care Needs: Machine Learning Analysis of InterRAI Data
Olender, R. T., Roy, S., Jamieson, H. A., Hilmer, S. N. & Nishtala, P. S., 1 Aug 2024, In: Journal of Gerontology: series A - Medical Sciences. 79, 8, glae130.Research output: Contribution to journal › Article › peer-review
Open Access -
Application of machine learning approaches in predicting clinical outcomes in older adults – a systematic review and meta-analysis
Olender, R. T., Roy, S. & Nishtala, P. S., 14 Sept 2023, In: BMC Geriatrics. 23, 1, 17 p., 561.Research output: Contribution to journal › Article › peer-review
Open AccessFile -
Stochastic networks theory to model single-cell genomic count data
Bartlett, T. E., Chandna, S. & Roy, S., 19 Oct 2023, (Submitted) arXiv.Research output: Working paper / Preprint › Preprint
File -
Antimicrobial-associated organ injury among the elderly: A systematic review and meta-analysis protocol
Chinzowu, T., Roy, S. & Nishtala, P., 11 Feb 2022, In: BMJ Open. 12, 2, e055210.Research output: Contribution to journal › Article › peer-review
Open Access