Publications
The impact of imputation quality on machine learning classifiers for datasets with missing values.
– Communications Medicine
(2023)
3,
139
(doi: 10.1038/s43856-023-00356-z)
Stain normalization gives greater generalizability than stain jittering in neural network training for the classification of coeliac disease in duodenal biopsy whole slide images
– Journal of pathology informatics
(2023)
14,
100324
(doi: 10.1016/j.jpi.2023.100324)
Dis-AE: Multi-domain & Multi-task Generalisation on Real-World Clinical Data
(2023)
(doi: 10.48550/arxiv.2306.09177)
A pipeline to further enhance quality, integrity and reusability of the NCCID clinical data.
– Scientific data
(2023)
10,
493
(doi: 10.1038/s41597-023-02340-7)
Navigating the development challenges in creating complex data systems.
– Nature Machine Intelligence
(2023)
5,
681
(doi: 10.1038/s42256-023-00665-x)
Multiple-instance-learning-based detection of coeliac disease in histological whole-slide images.
– Journal of Pathology Informatics
(2022)
13,
100151
(doi: 10.1016/j.jpi.2022.100151)
Navigating the challenges in creating complex data systems: a development philosophy
(2022)
(doi: 10.48550/arxiv.2210.13191)
An end-to-end Optical Character Recognition approach for ultra-low-resolution printed text images.
– CoRR
(2021)
abs/2105.04515,
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)
3,
199
(doi: 10.1038/s42256-021-00307-0)
Multiphoton time-domain fluorescence lifetime imaging microscopy: practical application to protein–protein interactions using global analysis
– Journal of The Royal Society Interface
(2008)
6,
s93
(doi: 10.1098/rsif.2008.0451.focus)
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