Matthew Field

Matthew Field

Director of AI Medicine and Engineering. Electrical engineer and AI researcher working across federated learning, medical image analysis, robotics, and healthcare data systems.

Infrastructure platform for privacy-preserving distributed machine learning development of computer-assisted theragnostics in cancer

Published in Journal of Biomedical Informatics, 2022

Graphical abstract

Conceptual overview of the proposed distributed machine learning infrastructure for computer-assisted cancer theragnostics, showing secure multi-site data harmonization, privacy-preserving collaborative training, and development of predictive models for treatment-related clinical events.

Authors: Matthew Field, David I. Thwaites, Martin Carolan, Geoff P. Delaney, Joerg Lehmann, Jonathan Sykes, Shalini Vinod, Lois Holloway

Published in: Journal of Biomedical Informatics

DOI / Publisher link: https://doi.org/10.1016/j.jbi.2022.104181

Keywords: Data mining, Decision support systems, Distributed learning, Federated learning, Machine learning, Radiation oncology

BibTeX: Download

Recommended citation: Matthew Field, David I. Thwaites, Martin Carolan, Geoff P. Delaney, Joerg Lehmann, Jonathan Sykes, Shalini Vinod, Lois Holloway (2022). "Infrastructure platform for privacy-preserving distributed machine learning development of computer-assisted theragnostics in cancer." Journal of Biomedical Informatics. 134, 104181.
Download Paper | Download Bibtex