User profiles for David Clifton

David A. Clifton

Chair of Clinical Machine Learning, University of Oxford
Verified email at eng.ox.ac.uk
Cited by 17069

A review of novelty detection

MAF Pimentel, DA Clifton, L Clifton, L Tarassenko - Signal processing, 2014 - Elsevier
Novelty detection is the task of classifying test data that differ in some respect from the data
that are available during training. This may be seen as “one-class classification”, in which a …

Multimodal learning with transformers: A survey

P Xu, X Zhu, DA Clifton - IEEE Transactions on Pattern Analysis …, 2023 - ieeexplore.ieee.org
Transformer is a promising neural network learner, and has achieved great success in various
machine learning tasks. Thanks to the recent prevalence of multimodal applications and …

Reporting guideline for the early stage clinical evaluation of decision support systems driven by artificial intelligence: DECIDE-AI

B Vasey, M Nagendran, B Campbell, DA Clifton… - bmj, 2022 - bmj.com
A growing number of artificial intelligence (AI)-based clinical decision support systems are
showing promising performance in preclinical, in silico, evaluation, but few have yet …

[HTML][HTML] Global SARS-CoV-2 seroprevalence from January 2020 to April 2022: A systematic review and meta-analysis of standardized population-based studies

…, T Yan, M Yanes-Lane, C Cao, DA Clifton… - PLoS …, 2022 - journals.plos.org
Background Our understanding of the global scale of Severe Acute Respiratory Syndrome
Coronavirus 2 (SARS-CoV-2) infection remains incomplete: Routine surveillance data …

[HTML][HTML] Whole-genome sequencing for prediction of Mycobacterium tuberculosis drug susceptibility and resistance: a retrospective cohort study

…, KE Niehaus, DJ Wilson, DA Clifton… - The Lancet infectious …, 2015 - thelancet.com
Background Diagnosing drug-resistance remains an obstacle to the elimination of tuberculosis.
Phenotypic drug-susceptibility testing is slow and expensive, and commercial genotypic …

[HTML][HTML] Global seroprevalence of SARS-CoV-2 antibodies: a systematic review and meta-analysis

…, A Atmaja, S Rocco, A Joseph, L Penny, DA Clifton… - PloS one, 2021 - journals.plos.org
Background Many studies report the seroprevalence of severe acute respiratory syndrome
coronavirus 2 (SARS-CoV-2) antibodies. We aimed to synthesize seroprevalence data to …

Machine learning and decision support in critical care

…, S Nemati, KE Niehaus, DA Clifton… - Proceedings of the …, 2016 - ieeexplore.ieee.org
Clinical data management systems typically provide caregiver teams with useful information,
derived from large, sometimes highly heterogeneous, data sources that are often changing …

[HTML][HTML] The 2021 WHO catalogue of Mycobacterium tuberculosis complex mutations associated with drug resistance: a genotypic analysis

…, D Zimenkov, D Chetty, DAJ Moore, DA Clifton… - The Lancet …, 2022 - thelancet.com
Background Molecular diagnostics are considered the most promising route to achievement
of rapid, universal drug susceptibility testing for Mycobacterium tuberculosis complex (MTBC…

SARS-CoV-2 infection in Africa: a systematic review and meta-analysis of standardised seroprevalence studies, from January 2020 to December 2021

…, BL Herring, A Talisuna, N Ngoy, T Balde, D Clifton… - BMJ Global …, 2022 - gh.bmj.com
Introduction Estimating COVID-19 cumulative incidence in Africa remains problematic due to
challenges in contact tracing, routine surveillance systems and laboratory testing capacities …

Breathing rate estimation from the electrocardiogram and photoplethysmogram: A review

…, PJ Watkinson, R Beale, DA Clifton - IEEE reviews in …, 2017 - ieeexplore.ieee.org
Breathing rate (BR) is a key physiological parameter used in a range of clinical settings.
Despite its diagnostic and prognostic value, it is still widely measured by counting breaths …