Profile
Prof Michael Thomas ROBERTS
Principal Investigator
Mike Roberts is a Research Professor at the University of Cambridge's Department of Applied Mathematics and Theoretical Physics and the Department of Medicine. He is a member of the Cambridge Image Analysis group (CIA), leads the BloodCounts! consortium and led the algorithm development team for the global COVID-19 AIX-COVNET collaboration.
mr808@cam.ac.uk
Cambridge
Principal Investigators
BloodCounts!
Research Interest
Key Publications
Google Scholar Link
Deltadahl, ..., Roberts† . Deep Generative Classification of Blood Cell Morphology. Under Revision with Nature Machine Intelligence (2025). Preprint: https://arxiv.org/pdf/2408.08982
Zhang, ..., Roberts†. FedMAP: Unlocking Potential in Personalized Federated Learning through Bi-Level MAP Optimization. Under Review (2025). Preprint: https://arxiv.org/pdf/2405.19000
Zhang, ..., Roberts†. Recent Methodological Advances in Federated Learning for Healthcare. Cell Patterns (2024)
Roberts* et al. Classification of datasets with imputed missing values: does imputation quality matter? Nature Communications Medicine (2023)
Roberts* et al. Common pitfalls and recommendations for using machine learning to detect and prognosticate for COVID-19 using chest radiographs and CT scans. Nature Machine Intelligence (2021)