Publications

BibTeX

@article{serotrackerroba-2023/1,
  title={SeroTracker-RoB: a decision rule-based algorithm for reproducible risk of bias assessment of seroprevalence studies.},
  author={Bobrovitz N, Noël K, Li Z, Cao C, Deveaux G et al.},
  journal={Research synthesis methods},
  year = "2023"
}

BibTeX

@article{patientclusteri-2023/1,
  title={Patient Clustering for Vital Organ Failure Using ICD Code with Graph Attention},
  author={Liu Z, Hu Y, Wu X, Mertes G, Yang Y et al.},
  journal={IEEE Transactions on Biomedical Engineering},
  year = "2023"
}

BibTeX

@article{selfawaresgdrel-2023/1,
  title={Self-Aware SGD: Reliable Incremental Adaptation Framework For Clinical AI Models},
  author={Thakur A, Armstrong J, Youssef A, Eyre D & Clifton DA},
  journal={IEEE Journal of Biomedical and Health Informatics},
  pages={1-11},
  publisher={Institute of Electrical and Electronics Engineers (IEEE)},
  year = "2023"
}

BibTeX

@article{graphrepresenta-2022/12,
  title={Graph representation learning based on deep generative gaussian mixture models},
  author={Niknam G, Molaei S, Zare H, Clifton D & Pan S},
  journal={Neurocomputing},
  volume={523},
  pages={157-169},
  publisher={Elsevier},
  year = "2022"
}

BibTeX

@article{wearablevitalsi-2022/12,
  title={Wearable vital signs monitoring for patients with asthma: a review},
  author={Talyor L, Ding X, Clifton D & Lu HY},
  journal={IEEE Sensors Journal},
  publisher={IEEE},
  year = "2022"
}

BibTeX

@article{serologyassaysu-2022/11,
  title={Serology Assays Used in SARS-CoV-2 Seroprevalence Surveys Worldwide: A Systematic Review and Meta-Analysis of Assay Features, Testing Algorithms, and Performance. },
  author={Ma X, Li Z, Whelan MG, Kim D, Cao C et al.},
  journal={Vaccines},
  volume={10},
  pages={2000},
  year = "2022"
}

BibTeX

@article{globalsarscovse-2022/11,
  title={Global SARS-CoV-2 seroprevalence from January 2020 to April 2022: A systematic review and meta-analysis of standardized population-based studies.},
  author={Bergeri I, Whelan MG, Ware H, Subissi L, Nardone A et al.},
  journal={PLoS medicine},
  volume={19},
  pages={e1004107},
  year = "2022"
}

BibTeX

@article{improvingclassi-2022/10,
  title={Improving classification of tetanus severity for patients in low-middle income countries wearing ECG sensors by using a CNN-transformer network},
  author={Lu P, Wang C, Hagenah J, Ghiasi S, Zhu T et al.},
  journal={IEEE Transactions on Biomedical Engineering},
  publisher={IEEE},
  year = "2022"
}

BibTeX

@article{publishercorrec-2022/10,
  title={Publisher Correction: Reporting guideline for the early-stage clinical evaluation of decision support systems driven by artificial intelligence: DECIDE-AI.},
  author={Vasey B, Nagendran M, Campbell B, Clifton DA, Collins GS et al.},
  journal={Nature medicine},
  volume={28},
  pages={2218},
  year = "2022"
}

BibTeX

@inproceedings{adversarialdeco-2022/10,
  title={Adversarial de-confounding in individualised treatment effects estimation},
  author={Kumar V, Molaei S, Hoque Tania M, Thakur A, Zhu T et al.},
  year = "2022"
}

BibTeX

@article{timelinessofrep-2022/10,
  title={Timeliness of reporting of SARS-CoV-2 seroprevalence results and their utility for infectious disease surveillance.},
  author={Donnici C, Ilincic N, Cao C, Zhang C, Deveaux G et al.},
  journal={Epidemics},
  volume={41},
  pages={100645},
  year = "2022"
}

BibTeX

@article{adistributionba-2022/9,
  title={A distribution-based selective optimization method for eliminating periodic defects in harmonic signals},
  author={Xin Q-Y, Pei Y-C, Lu H, Clifton D, Wang B et al.},
  journal={Mechanical Systems and Signal Processing},
  volume={185},
  number={109781},
  publisher={Elsevier},
  year = "2022"
}

BibTeX

@inproceedings{spectrumestimat-2022/9,
  title={Spectrum estimation of heart rate variability using low-rank matrix completion},
  author={Lu L, Zhu T, Zhang Y-T & Clifton DA},
  booktitle={2022 IEEE-EMBS International Conference on Biomedical and Health Informatics (BHI 2022)},
  pages={01-04},
  year = "2022"
}

BibTeX

@article{classificationo-2022/8,
  title={Classification of Tetanus Severity in Intensive-Care Settings for Low-Income Countries Using Wearable Sensing.},
  author={Lu P, Ghiasi S, Hagenah J, Hai HB, Hao NV et al.},
  journal={Sensors (Basel, Switzerland)},
  volume={22},
  number={ARTN 6554},
  pages={6554},
  year = "2022"
}

BibTeX

@article{omicronassociat-2022/8,
  title={Omicron-associated changes in SARS-CoV-2 symptoms in the United Kingdom},
  author={Vihta K, Pouwels K, Peto T, Pritchard E, House T et al.},
  journal={Clinical Infectious Diseases},
  number={ciac613},
  publisher={Oxford University Press},
  year = "2022"
}

BibTeX

@article{prognosticmodel-2022/8,
  title={Prognostic model for atrial fibrillation after cardiac surgery: a UK cohort study},
  author={Chung S-C, O'Brien B, Lip GYH, Fields KG, Muehlschlegel JD et al.},
  journal={Clinical Research in Cardiology},
  publisher={Springer Nature},
  year = "2022"
}

BibTeX

@article{genomewideassoc-2022/8,
  title={Genome-wide association studies of global Mycobacterium tuberculosis resistance to 13 antimicrobials in 10,228 genomes identify new resistance mechanisms},
  author={Earle SG, Wilson DJ, Cirillo DM, Clifton DA, Crook DW et al.},
  journal={PLoS Biology},
  volume={20},
  number={e3001755},
  publisher={Public Library of Science},
  year = "2022"
}

BibTeX

@article{sarscovinfectio-2022/8,
  title={SARS-CoV-2 infection in Africa: a systematic review and meta-analysis of standardised seroprevalence studies, from January 2020 to December 2021.},
  author={Lewis HC, Ware H, Whelan M, Subissi L, Li Z et al.},
  journal={BMJ global health},
  volume={7},
  pages={e008793},
  year = "2022"
}

BibTeX

@article{machinelearning-2022/6,
  title={Machine learning-based risk stratification for gestational diabetes management},
  author={Yang J, Clifton D, Hirst J, Kavvoura F, Farah G et al.},
  journal={Sensors},
  volume={22},
  number={4805},
  publisher={MDPI},
  year = "2022"
}

BibTeX

@article{weakmonotonicit-2022/5,
  title={Weak Monotonicity with Trend Analysis for Unsupervised Feature Evaluation},
  author={Clifton D & Lu L},
  journal={IEEE Transactions on Cybernetics},
  publisher={Institute of Electrical and Electronics Engineers},
  year = "2022"
}

BibTeX

@article{reportingguidel-2022/5,
  title={Reporting guideline for the early-stage clinical evaluation of decision support systems driven by artificial intelligence: DECIDE-AI.},
  author={Vasey B, Nagendran M, Campbell B, Clifton DA, Collins GS et al.},
  journal={Nature medicine},
  volume={28},
  pages={924-933},
  year = "2022"
}

BibTeX

@article{reportingguidel-2022/5,
  title={Reporting guideline for the early stage clinical evaluation of decision support systems driven by artificial intelligence: DECIDE-AI.},
  author={Vasey B, Nagendran M, Campbell B, Clifton DA, Collins GS et al.},
  journal={BMJ},
  volume={377},
  pages={e070904},
  year = "2022"
}

BibTeX

@article{weakmonotonicit-2022/5,
  title={Weak Monotonicity With Trend Analysis for Unsupervised Feature Evaluation. },
  author={Lu L, Tan Y, Oetomo D, Mareels I & Clifton DA},
  journal={IEEE transactions on cybernetics},
  volume={PP},
  year = "2022"
}

BibTeX

@article{sepsismortality-2022/5,
  title={Sepsis mortality prediction using wearable monitoring in low-middle income countries},
  author={Ghiasi S, Zhu T, Lu P, Hagenah J, Khanh PNQ et al.},
  journal={Sensors},
  volume={22},
  number={3866},
  publisher={MDPI},
  year = "2022"
}

BibTeX

@article{adeeplearningap-2022/4,
  title={A deep learning approach for the assessment of signal quality of non-invasive foetal electrocardiography},
  author={Mertes G, Long Y, Liu Z, Li Y, Yang Y et al.},
  journal={Sensors},
  volume={22},
  number={3303},
  publisher={MDPI},
  year = "2022"
}

@misc{multivariablepr-2022/4,
  title={Multivariable prediction models for atrial fibrillation after cardiac surgery: a systematic review protocol},
  author={Fields KG, Ma J, Petrinic T, Alhassan H, Eze A et al.},
  year = "2022"
}

BibTeX

@article{standardisingth-2022/3,
  title={Standardising the assessment of caesarean birth using an Oxford caesarean prediction score for mothers with gestational diabetes },
  author={Lu H, Hirst J, Yang J, Mackillop L & Clifton D},
  journal={Healthcare Technology Letters},
  volume={9},
  pages={1-8},
  publisher={Institution of Engineering and Technology},
  year = "2022"
}

BibTeX

@article{realworldevalua-2022/3,
  title={Real-world evaluation of rapid and laboratory-free COVID-19 triage for emergency care: external validation and pilot deployment of artificial intelligence driven screening},
  author={Soltan AAS, Yang J, Pattanshetty R, Novak A, Yang Y et al.},
  journal={Lancet Digit Health},
  publisher={Elsevier},
  year = "2022"
}

BibTeX

@article{developmentvali-2022/3,
  title={Development, validation and comparison of multivariable risk scores for prediction of total stroke and stroke types in Chinese adults: a prospective study of 0.5 million adults},
  author={Chun M, Clarke R, Zhu T, Clifton D, Bennett DA et al.},
  journal={Stroke and Vascular Neurology},
  volume={7},
  number={e001251},
  publisher={BMJ Publishing Group},
  year = "2022"
}

BibTeX

@article{epidemiological-2022/3,
  title={Epidemiological cutoff values for a 96-well broth microdilution plate for high-throughput research antibiotic susceptibility testing of M. tuberculosis},
  author={Walker A},
  journal={European Respiratory Journal},
  publisher={European Respiratory Society},
  year = "2022"
}

BibTeX

@article{adeepactivelear-2022/2,
  title={A deep active learning approach to the automatic classification of volcano-seismic events},
  author={Manley G, Mather T, Pyle D & Clifton D},
  journal={Frontiers in Earth Science},
  volume={10},
  number={807926},
  publisher={Frontiers Media},
  year = "2022"
}

BibTeX

@article{digitalhealthpo-2022/2,
  title={Digital health policy and programs for hospital care in Vietnam: scoping review},
  author={Tran DM, Thwaites CL, Van Nuil JI, McKnight J, Luu AP et al.},
  journal={Journal of Medical Internet Research},
  volume={24},
  pages={e32392},
  publisher={JMIR Publications},
  year = "2022"
}

BibTeX

@article{identificationo-2022/1,
  title={Identification of undiagnosed atrial fibrillation using a machine learning risk prediction algorithm and diagnostic testing (PULsE-AI) in primary care: cost-effectiveness of a screening strategy evaluated in a randomized controlled trial in England.},
  author={Hill NR, Groves L, Dickerson C, Boyce R, Lawton S et al.},
  journal={Journal of medical economics},
  volume={25},
  pages={974-983},
  year = "2022"
}

BibTeX

@article{incrementaltrai-2022/1,
  title={Incremental Trainable Parameter Selection in Deep Neural Networks},
  author={Thakur A, Abrol V, Sharma P, Zhu T & Clifton DA},
  journal={IEEE Transactions on Neural Networks and Learning Systems},
  year = "2022"
}

BibTeX

@article{vitalsqiapython-2022/1,
  title={vital_sqi: A Python package for physiological signal quality control.},
  author={Le V-KD, Ho HB, Karolcik S, Hernandez B, Greeff H et al.},
  journal={Frontiers in physiology},
  volume={13},
  pages={1020458},
  year = "2022"
}

@inproceedings{nowruzatsemeval-2022/1,
  title={Nowruz at SemEval-2022 Task 7: Tackling Cloze Tests with Transformers and Ordinal Regression},
  author={Nouriborji M, Rohanian O & Clifton D},
  pages={1071-1077},
  year = "2022"
}

BibTeX

@inproceedings{mixtureofinputo-2022/,
  title={Mixture of Input-Output Hidden Markov Models for Heterogeneous Disease Progression Modeling},
  author={Ceritli T, Creagh AP & Clifton DA},
  year = "2022"
}

BibTeX

@inproceedings{continuallearni-2022/,
  title={Continual learning of longitudinal health records},
  author={Armstrong J & Clifton DA},
  year = "2022"
}

BibTeX

@article{dynamicneuralgr-2021/12,
  title={Dynamic neural graphs based federated reptile for semi-supervised multi-tasking in healthcare applications},
  author={Thakur A, Sharma P & Clifton DA},
  journal={IEEE Journal of Biomedical and Health Informatics},
  pages={1-1},
  publisher={IEEE},
  year = "2021"
}

@inproceedings{crocsclustering-2021/12,
  title={CROCS: Clustering and revival of cardiac signals based on patient disease class, sex, and age},
  author={Kiyasseh D, Zhu T & Clifton D},
  booktitle={35th Conference on Neural Information Processing Systems (NeurIPS 2021)},
  year = "2021"
}

BibTeX

@article{interactiveeffe-2021/11,
  title={Interactive Effects of HRV and P-QRS-T on the Power Density Spectra of ECG Signals.},
  author={Xiang T, Ji N, Clifton DA, Lu L & Zhang Y-T},
  journal={IEEE journal of biomedical and health informatics},
  volume={25},
  pages={4163-4174},
  year = "2021"
}

BibTeX

@article{machinelearning-2021/11,
  title={Machine learning approaches to identifying changes in eruptive state using multi-parameter datasets from the 2006 eruption of Augustine Volcano, Alaska},
  author={Manley G, Mather T, Pyle D & Clifton D},
  journal={Journal of Geophysical Research. Solid Earth},
  publisher={American Geophysical Union},
  year = "2021"
}

BibTeX

@article{improvingpatien-2021/11,
  title={Improving patient flow during infectious disease outbreaks using machine learning for real-time prediction of patient readiness for discharge},
  author={Bishop J, Javed H, EL-Bouri R, Zhu T, Taylor T et al.},
  journal={PLoS One},
  volume={16},
  number={e0260476},
  publisher={Public Library of Science},
  year = "2021"
}

BibTeX

@article{machinelearning-2021/10,
  title={Machine learning to predict the source of campylobacteriosis using whole genome data.},
  author={Arning N, Sheppard SK, Bayliss S, Clifton DA & Wilson DJ},
  journal={PLoS genetics},
  volume={17},
  pages={e1009436},
  year = "2021"
}

BibTeX

@misc{publishercorrec-2021/10,
  title={Publisher Correction: Utility of single versus sequential measurements of risk factors for prediction of stroke in Chinese adults.},
  author={Chun M, Clarke R, Zhu T, Clifton D, Bennett D et al.},
  year = "2021"
}

BibTeX

@article{utilityofsingle-2021/9,
  title={Utility of single versus sequential measurements of risk factors for prediction of stroke in Chinese adults},
  author={Chun M, Clarke R, Zhu T, Clifton J, Bennett D et al.},
  journal={Scientific Reports},
  volume={11},
  number={17575 },
  publisher={Springer Nature},
  year = "2021"
}

BibTeX

@article{datapreprocessi-2021/8,
  title={Data pre-processing using neural processes for modelling personalised vital-sign time-series data},
  author={Sharma P, Shamout F, Abrol V & Clifton D},
  journal={IEEE Journal of Biomedical and Health Informatics},
  publisher={IEEE},
  year = "2021"
}

BibTeX

@article{anendtoendheter-2021/8,
  title={An end-to-end heterogeneous graph attention network for Mycobacterium tuberculosis drug-resistance prediction},
  author={Yang Y, Walker TM, Kouchaki S, Wang C, Peto TEA et al.},
  journal={Briefings in Bioinformatics},
  volume={22},
  number={bbab299},
  publisher={Oxford University Press },
  year = "2021"
}

BibTeX

@article{interactiveeffe-2021/8,
  title={Interactive effects of HRV and P-QRS-T on the power density spectra of ECG signals},
  author={Xiang T, Nan J, Clifton D, Lu L & Zhang Y-T},
  journal={IEEE Journal of Biomedical and Health Informatics},
  volume={25},
  pages={4163-4174},
  publisher={IEEE},
  year = "2021"
}

BibTeX

@article{usingmachinelea-2021/8,
  title={Using machine learning to predict anticoagulation control in atrial fibrillation: a UK Clinical Practice Research Datalink study},
  author={CLIFTON D},
  journal={Informatics in Medicine Unlocked},
  publisher={Elsevier},
  year = "2021"
}

@article{clocscontrastiv-2021/7,
  title={CLOCS: contrastive learning of cardiac signals across space, time, and patients},
  author={Kiyasseh D, Zhu T & Clifton D},
  journal={},
  pages={5606-5615},
  publisher={Journal of Machine Learning Research},
  year = "2021"
}

BibTeX

@article{forecastingcovi-2021/7,
  title={Forecasting COVID-19 severity by intelligent optical fingerprinting of blood samples},
  author={Faria SP, Carpinteiro C, Pinto V, Rodrigues SM, Alves J et al.},
  journal={Diagnostics},
  volume={11},
  number={1309},
  publisher={MDPI},
  year = "2021"
}

BibTeX

@article{aclinicaldeeple-2021/7,
  title={A clinical deep learning framework for continually learning from cardiac signals across diseases, time, modalities, and institutions.},
  author={Kiyasseh D, Zhu T & Clifton D},
  journal={Nature Communications},
  volume={12},
  number={4221},
  publisher={Springer Nature},
  year = "2021"
}

BibTeX

@misc{bashthebugacrow-2021/7,
  title={BashTheBug: a crowd of volunteers reproducibly and accurately measure the minimum inhibitory concentrations of 13 antitubercular drugs from photographs of 96-well broth microdilution plates},
  author={Fowler P, Wright C, Spiers H, Zhu T, Baeten EML et al.},
  year = "2021"
}

BibTeX

@article{globalseropreva-2021/6,
  title={Global seroprevalence of SARS-CoV-2 antibodies: a systematic review and meta-analysis},
  author={Bobrovitz N, Arora RK, Boucher E, Liu M, Donnici C et al.},
  journal={PLoS One},
  volume={16},
  number={e0252617},
  publisher={Public Library of Science},
  year = "2021"
}

BibTeX

@article{strokeriskpredi-2021/5,
  title={Stroke risk prediction using machine learning: a prospective cohort study of 0.5 million Chinese adults },
  author={Chun M, Clarke R, Cairns B, Clifton D, Bennett D et al.},
  journal={Journal of the American Medical Informatics Association},
  volume={28},
  pages={1719-1727},
  publisher={Oxford University Press},
  year = "2021"
}

BibTeX

@article{recruitingpatie-2021/5,
  title={Recruiting patients to a digital self-management study whilst in hospital for a chronic obstructive pulmonary disease exacerbation: a feasibility analysis},
  author={Whelan M, Biggs C, Morgado Areia C, King E, Lawson B et al.},
  journal={Digital Health},
  volume={7},
  number={20552076211020876},
  publisher={SAGE Publications},
  year = "2021"
}

BibTeX

@article{developmentandv-2021/5,
  title={Development and validation of early warning score systems for COVID-19 patients},
  author={Youssef A, Kouchaki S, Shamout F, Armstrong J, El-Bouri R et al.},
  journal={Healthcare Technology Letters},
  volume={8},
  pages={105-117},
  publisher={Wiley},
  year = "2021"
}

BibTeX

@article{wearableremotem-2021/3,
  title={Wearable remote monitoring for patients with COVID-19 in low-resource settings: case study},
  author={Chau N, Hai H, Greeff H, Phan Nguyen Quoc K, Trieu H et al.},
  journal={BMJ Innovations},
  volume={7},
  pages={S12-S15},
  publisher={BMJ Publishing Group},
  year = "2021"
}

BibTeX

@article{towardamultivar-2021/3,
  title={Toward a multivariate prediction model of pharmacological treatment for women with gestational diabetes mellitus: Algorithm development and validation},
  author={Velardo C, Clifton D, Hamblin S, Khan R, Tarassenko L et al.},
  journal={Journal of Medical Internet Research},
  volume={23},
  number={e21435},
  publisher={JMIR Publications},
  year = "2021"
}

BibTeX

@article{vitalsignmonito-2021/3,
  title={Vital sign monitoring using wearable devices in a Vietnamese intensive care unit},
  author={Van H, Hao N, Phan Nguyen Quoc K, Hai H, Khoa L et al.},
  journal={BMJ Innovations},
  volume={7},
  pages={S7-S11},
  publisher={BMJ Publishing Group},
  year = "2021"
}

BibTeX

@article{comparisonofpar-2021/2,
  title={Comparison of parametric and non-parametric Bayesian inference for fusing sensory estimates in physiological time-series analysis},
  author={Zhu T, Javed H & Clifton D},
  journal={Healthcare Technology Letters},
  volume={8},
  pages={25-30},
  publisher={Wiley},
  year = "2021"
}

BibTeX

@article{detectingdeteri-2021/2,
  title={Detecting deteriorating patients in hospital: development and validation of a novel scoring system},
  author={Pimentel MAF, Redfern O, Malycha J, Meredith P, Prytherch D et al.},
  journal={American Journal of Respiratory and Critical Care Medicine},
  volume={204},
  pages={44-52},
  publisher={American Thoracic Society},
  year = "2021"
}

BibTeX

@article{sdnnestimationf-2021/2,
  title={SDNN24 estimation from semi-continuous HR measures},
  author={Morelli D, Rossi A, Bartoloni L & Cairo M},
  journal={Sensors},
  volume={21},
  number={1463},
  publisher={MDPI},
  year = "2021"
}

BibTeX

@article{recommendationt-2021/2,
  title={Recommendation to use wearable-based mHealth in closed-loop management of acute cardiovascular disease patients during the COVID-19 pandemic},
  author={Ji N, Xiang T, Bonato P, Lovell NH, Ooi S-Y et al.},
  journal={IEEE Journal of Biomedical and Health Informatics},
  volume={25},
  pages={903-908},
  publisher={Institute of Electrical and Electronics Engineers},
  year = "2021"
}

BibTeX

@article{decideainewrepo-2021/2,
  title={DECIDE-AI: new reporting guidelines to bridge the development-to-implementation gap in clinical artificial intelligence},
  author={Clifton DA, Collins G, Morgan L, Watkinson P & McCulloch P},
  journal={Nature Medicine},
  volume={27},
  pages={186-187},
  publisher={Nature},
  year = "2021"
}

BibTeX

@article{machinelearning-2021/1,
  title={Machine learning in patient flow: a review},
  author={El-Bouri R, Taylor T, Youssef A, Zhu T & Clifton D},
  journal={Progress in Biomedical Engineering},
  volume={3},
  number={022002},
  publisher={IOP Publishing},
  year = "2021"
}

BibTeX

@article{usingmachinelea-2021/1,
  title={Using machine learning to predict anticoagulation control in atrial fibrillation: A UK Clinical Practice Research Datalink study},
  author={Gordon J, Norman M, Hurst M, Mason T, Dickerson C et al.},
  journal={Informatics in Medicine Unlocked},
  volume={25},
  year = "2021"
}

@article{machinelearning-2021/,
  title={Machine Learning for Clinical Outcome Prediction},
  author={Shamout F, Zhu T & Clifton DA},
  journal={IEEE Reviews in Biomedical Engineering},
  volume={14},
  pages={116-126},
  year = "2021"
}

BibTeX

@inproceedings{proselflcprogre-2021/,
  title={ProSelfLC: Progressive Self Label Correction for Training Robust Deep Neural Networks},
  author={Wang X, Hua Y, Kodirov E, Clifton DA, Robertson NM et al.},
  pages={752-761},
  year = "2021"
}

BibTeX

@article{errorestimation-2020/12,
  title={Error estimation of ultra-short heart rate variability parameters: effect of missing data caused by motion artifacts},
  author={rossi A, pedreschi D, Clifton D & morelli D},
  journal={Sensors},
  volume={20},
  number={7122},
  publisher={MDPI},
  year = "2020"
}

BibTeX

@article{smartwatchdatah-2020/12,
  title={Smartwatch data help detect COVID-19},
  author={Zhu T, Watkinson P & Clifton DA},
  journal={Nature Biomedical Engineering},
  volume={4},
  pages={1125-1127},
  publisher={Springer Nature},
  year = "2020"
}

BibTeX

@article{rapidtriageforc-2020/12,
  title={Rapid triage for COVID-19 using routine clinical data for patients attending hospital: development and prospective validation of an artificial intelligence screening test},
  author={Soltan AAS, Kouchaki S, Zhu T, Kiyasseh D, Taylor T et al.},
  journal={Lancet Digital Health},
  volume={3},
  pages={e78-e87},
  publisher={Elsevier},
  year = "2020"
}

BibTeX

@article{apublicdataseto-2020/12,
  title={A Public Dataset of 24-h Multi-Levels Psycho-Physiological Responses in Young Healthy Adults},
  author={Rossi A, Da Pozzo E, Menicagli D, Tremolanti C, Priami C et al.},
  journal={DATA},
  volume={5},
  number={ARTN 91},
  year = "2020"
}

BibTeX

@article{animpedancepneu-2020/11,
  title={An impedance pneumography signal quality index: Design, assessment and application to respiratory rate monitoring},
  author={Charlton PH, Bonnici T, Tarassenko L, Clifton DA, Beale R et al.},
  journal={Biomedical Signal Processing and Control},
  volume={65},
  number={102339},
  publisher={Elsevier},
  year = "2020"
}

@inproceedings{studentteacherc-2020/11,
  title={Student-teacher curriculum learning via reinforcement learning: predicting hospital inpatient admission location},
  author={El-Bouri R, Eyre D, Watkinson P, Zhu T & Clifton D},
  booktitle={37th International Conference on Machine Learning, (ICML 2020)},
  pages={2848-2857},
  year = "2020"
}

BibTeX

@article{identificationo-2020/10,
  title={Identification of undiagnosed atrial fibrillation patients using a machine learning risk prediction algorithm and diagnostic testing (PULsE-AI): Study protocol for a randomised controlled trial},
  author={Hill NR, Arden C, Beresford-Hulme L, Camm AJ, Clifton D et al.},
  journal={Contemporary Clinical Trials},
  volume={99},
  number={106191},
  publisher={Elsevier},
  year = "2020"
}

BibTeX

@article{cancelablehdsem-2020/9,
  title={Cancelable HD-sEMG-based biometrics for cross-application discrepant personal identification},
  author={Jiang X, Xu K, Liu X, Dai C, Clifton D et al.},
  journal={IEEE Journal of Biomedical and Health Informatics},
  publisher={IEEE},
  year = "2020"
}

BibTeX

@article{thepromiseofcli-2020/8,
  title={The promise of clinical decision support systems targetting low-resource settings},
  author={Kiyasseh D, Zhu T & Clifton D},
  journal={IEEE Reviews in Biomedical Engineering},
  volume={15},
  pages={354-371},
  publisher={Institute of Electrical and Electronics Engineers},
  year = "2020"
}

BibTeX

@article{guesteditoriali-2020/7,
  title={Guest Editorial: Integrative Sensor Networks, Informatics, and Modeling for Precision and Preventative Medicine},
  author={Chen W, Clifton D & Telfer B},
  journal={IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS},
  volume={24},
  pages={1858-1859},
  year = "2020"
}

BibTeX

@article{neuromuscularpa-2020/6,
  title={Neuromuscular password-based user authentication},
  author={Jiang X, Xu K, Liu X, Dai C, Clifton D et al.},
  journal={IEEE Transactions on Industrial Informatics},
  volume={17},
  pages={2641-2652},
  publisher={Institute of Electrical and Electronics Engineers},
  year = "2020"
}

BibTeX

@article{shallowaquiferm-2020/6,
  title={Shallow aquifer monitoring using handpump vibration data},
  author={Manandhar A, Greeff H, Thomson P, Hope R & Clifton DA},
  journal={Journal of Hydrology X},
  number={100057},
  publisher={Elsevier },
  year = "2020"
}

BibTeX

@article{crosssectionalc-2020/5,
  title={Cross-sectional centiles of blood pressure by age and sex: a four-hospital database retrospective observational analysis },
  author={Wong D, Gerry S, Shamout F, Clifton DA, Pimentel MAF et al.},
  journal={BMJ Open},
  volume={10},
  number={e033618},
  publisher={BMJ Publishing Group},
  year = "2020"
}

BibTeX

@article{hospitaladmissi-2020/5,
  title={Hospital admission location prediction via deep interpretable networks for the year-round improvement of emergency patient care},
  author={el-Bouri R, Eyre D, Watkinson P, Zhu T & Clifton D},
  journal={IEEE Journal of Biomedical and Health Informatics},
  volume={25},
  pages={289-300},
  publisher={Institute of Electrical and Electronics Engineers},
  year = "2020"
}

BibTeX

@article{understandingth-2020/5,
  title={Understanding the timing of eruption end using a machine learning approach to classification of seismic time series},
  author={Manley G, Pyle D, Mather T, Rodgers M, Clifton D et al.},
  journal={Journal of Volcanology and Geothermal Research},
  volume={401},
  number={106917},
  publisher={Elsevier},
  year = "2020"
}

BibTeX

@article{wearablesensing-2020/5,
  title={Wearable Sensing and Telehealth Technology with Potential Applications in the Coronavirus Pandemic},
  author={Ding X-R, Clifton D, Ji N, Lovell NH, Bonato P et al.},
  journal={IEEE Reviews in Biomedical Engineering},
  volume={14},
  pages={48-70},
  publisher={Institute of Electrical and Electronics Engineers},
  year = "2020"
}

BibTeX

@article{plethaugmentgan-2020/4,
  title={PlethAugment: GAN-based PPG augmentation for medical diagnosis in low-resource settings},
  author={Kiyasseh D, Tadesse G, Nhan LNT, Tan LV, Thwaites C et al.},
  journal={IEEE Journal of Biomedical and Health Informatics},
  volume={24},
  number={3226-3235},
  publisher={Institute of Electrical and Electronics Engineers},
  year = "2020"
}

BibTeX

@article{multilabelrando-2020/4,
  title={Multi-label random forest model for tuberculosis drug resistance classification and mutation ranking},
  author={Kouchaki S, Yang Y, Lapachelle A, Walker T, Walker AS et al.},
  journal={Frontiers in Microbiology},
  volume={11},
  number={667},
  publisher={Frontiers Media},
  year = "2020"
}

BibTeX

@article{genomegamapwith-2020/3,
  title={GenomegaMap: Within-species genome-wide dN/dS estimation from over 10,000 genomes},
  author={Wilson DJ, Crook DW, Peto TEA, Walker AS, Hoosdally S et al.},
  journal={Molecular Biology and Evolution},
  volume={37},
  pages={2450-2460},
  publisher={Oxford University Press},
  year = "2020"
}

BibTeX

@article{severitydetecti-2020/2,
  title={Severity detection tool for patients with infectious disease},
  author={Tadesse G, Zhu T, Le Nguyen Thanh N, Thanh Hung N, Duong HTH et al.},
  journal={Healthcare Technology Letters},
  volume={7},
  number={45},
  publisher={Institution of Engineering and Technology},
  year = "2020"
}

BibTeX

@article{machinelearning-2020/2,
  title={Machine learning to evaluate impacts of flood protection in Bangladesh, 1983–2014},
  author={Fischer A, Bradley DJ, Salehin M, Islam MS, Hope R et al.},
  journal={Water},
  volume={12},
  number={483},
  publisher={MDPI},
  year = "2020"
}

BibTeX

@article{multimodaldiagn-2020/1,
  title={Multi-modal diagnosis of infectious diseases in the developing world},
  author={Tadesse G, Javed H, Le Nguyen Thanh N, Duong Ha Thi H, Le Van T et al.},
  journal={IEEE Journal of Biomedical and Health Informatics},
  volume={24},
  pages={2131-2141},
  publisher={Institute of Electrical and Electronics Engineers},
  year = "2020"
}

BibTeX

@article{heartratevariab-2019/12,
  title={Heart rate variability as an indicator of autonomic nervous system disturbance in tetanus},
  author={Duong HTH, Tadesse GA, Nhat PTH, Hao NV, Prince J et al.},
  journal={American Journal of Tropical Medicine and Hygiene},
  volume={102},
  pages={403-407},
  publisher={American Society of Tropical Medicine and Hygiene },
  year = "2019"
}

BibTeX

@article{earlywarningsco-2019/11,
  title={Early warning score adjusted for age to predict the composite outcome of mortality, cardiac arrest or unplanned intensive care unit admission using observational vital-sign data: a multicentre development and validation},
  author={Shamout F, Zhu T, Clifton L, Briggs J, Prytherch D et al.},
  journal={BMJ Open},
  volume={9},
  number={e033301},
  publisher={BMJ Publishing Group},
  year = "2019"
}

BibTeX

@article{combiningmultim-2019/11,
  title={Combining multi-modal statistics for welfare prediction using deep learning},
  author={Sharma P, Manandhar A, Thomson P, Katuva J, Hope R et al.},
  journal={Sustainability},
  volume={11},
  number={6312},
  publisher={MDPI},
  year = "2019"
}

BibTeX

@article{combiningmultim-2019/11,
  title={Combining Multi-Modal Statistics for Welfare Prediction Using Deep Learning},
  author={Sharma P, Manandhar A, Thomson P, Katuva J, Hope R et al.},
  journal={SUSTAINABILITY},
  volume={11},
  number={ARTN 6312},
  year = "2019"
}

BibTeX

@inproceedings{cardiovasculard-2019/10,
  title={Cardiovascular disease diagnosis using cross-domain transfer learning},
  author={Tadesse G, Zhu T, Liu Y, Zhou Y, Chen J et al.},
  booktitle={2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)},
  pages={4262-4265},
  year = "2019"
}

BibTeX

@article{acomputationall-2019/9,
  title={A computationally efficient algorithm to obtain an accurate and interpretable model of the effect of circadian rhythm on resting heart rate.},
  author={Morelli D, Bartoloni L, Rossi A & Clifton DA},
  journal={Physiological measurement},
  volume={40},
  pages={095001},
  year = "2019"
}

BibTeX

@article{deepinterpretab-2019/9,
  title={Deep interpretable early warning system for the detection of clinical deterioration},
  author={Shamout F, Zhu T, Sharma P, Watkinson PJ & Clifton DA},
  journal={IEEE Journal of Biomedical and Health Informatics},
  volume={24},
  pages={437-446},
  publisher={Institute of Electrical and Electronics Engineers},
  year = "2019"
}

BibTeX

@article{analysisoftheim-2019/7,
  title={Analysis of the impact of interpolation methods of missing RR-intervals caused by motion artifacts on HRV features estimations},
  author={Morelli D, Rossi A, Cairo M & Clifton DA},
  journal={Sensors},
  volume={19},
  number={3163},
  publisher={MDPI},
  year = "2019"
}

BibTeX

@article{blockchaininhea-2019/6,
  title={Blockchain in health care: hype, trust, and digital health.},
  author={Leeming G, Ainsworth J & Clifton DA},
  journal={Lancet (London, England)},
  volume={393},
  pages={2476-2477},
  year = "2019"
}

BibTeX

@article{achievingafford-2019/6,
  title={Achieving affordable critical care in low-income and middle-income countries},
  author={Turner H, Hao NV, Yacoub S, Hoang VMT, Clifton D et al.},
  journal={BMJ Global Health},
  volume={4},
  publisher={BMJ Publishing Group},
  year = "2019"
}

BibTeX

@article{patientcentredv-2019/5,
  title={Patient centred variables with univariate associations with unplanned ICU admission: a systematic review},
  author={Malycha J, Bonnici T, Clifton D, Ludbrook G, Young JD et al.},
  journal={BMC Medical Informatics and Decision Making},
  volume={19},
  number={98},
  publisher={BioMed Central},
  year = "2019"
}

BibTeX

@article{howtomaintainth-2019/4,
  title={How to maintain the maximal level of blinding in randomisation for a placebo-controlled drug trial},
  author={Clifton L & Clifton D},
  journal={Contemporary Clinical Trials Communications},
  volume={14},
  number={100356},
  publisher={Elsevier},
  year = "2019"
}

BibTeX

@article{theeffectoffrac-2019/4,
  title={The effect of fractional inspired oxygen concentration on early warning score performance: a database analysis},
  author={Malycha J, Farajidavar N, Pimentel MAF, Redfern O, Clifton DA et al.},
  journal={Resuscitation},
  volume={139},
  pages={192-199},
  publisher={Elsevier},
  year = "2019"
}

BibTeX

@article{patientspecific-2019/4,
  title={Patient-specific physiological monitoring and prediction using structured Gaussian processes},
  author={Zhu T, Wright Colopy G, Macewen C, Niehaus K, Yang Y et al.},
  journal={IEEE Access},
  volume={7},
  pages={58094-58103},
  publisher={Institute of Electrical and Electronics Engineers},
  year = "2019"
}

BibTeX

@article{thecorrelationb-2019/1,
  title={The correlation between baseline score and post-intervention score, and its implications for statistical analysis},
  author={Clifton L & Clifton D},
  journal={Trials},
  volume={43},
  publisher={BioMed Central},
  year = "2019"
}

BibTeX

@article{deepamrforpredi-2019/1,
  title={DeepAMR for predicting co-occurrent resistance of Mycobacterium tuberculosis},
  author={Yang Y, Walker TM, Walker AS, Wilson DJ, Peto TEA et al.},
  journal={Bioinformatics},
  volume={35},
  pages={3240-3249},
  publisher={Oxford University Press},
  year = "2019"
}

BibTeX

@article{gaussianprocess-2019/1,
  title={Gaussian processes for personalized interpretable volatility metrics in the step-down ward},
  author={Colopy GW, Roberts SJ & Clifton D},
  journal={IEEE Journal of Biomedical and Health Informatics},
  volume={23},
  pages={949-959},
  publisher={Institute of Electrical and Electronics Engineers},
  year = "2019"
}

BibTeX

@article{predictingatria-2019/1,
  title={Predicting atrial fibrillation in primary care using machine learning},
  author={Hill NR, Ayoubkhani D, McEwan P, Sugrue DM, Farooqui U et al.},
  journal={PloS One},
  volume={14},
  number={e0224582},
  publisher={Public Library of Science},
  year = "2019"
}

@article{studentteacherc-2019/,
  title={Student-Teacher Curriculum Learning via Reinforcement Learning: Predicting Hospital Inpatient Admission Location},
  author={el-Bouri R, Eyre D, Watkinson P, Zhu T, Clifton DA et al.},
  journal={25TH AMERICAS CONFERENCE ON INFORMATION SYSTEMS (AMCIS 2019)},
  year = "2019"
}

BibTeX

@article{estimationofres-2018/12,
  title={Estimation of respiratory rate from motion contaminated photoplethysmography signals incorporating accelerometry},
  author={Jarchi D, Charlton P, Pimentel M, Casson A, Tarassenko L et al.},
  journal={Healthcare Technology Letters},
  volume={6},
  pages={19-26},
  publisher={Institution of Engineering and Technology},
  year = "2018"
}

BibTeX

@article{applicationofma-2018/11,
  title={Application of machine learning techniques to tuberculosis drug resistance analysis},
  author={Kouchaki S, Yang Y, Walker T, Walker A, Wilson D et al.},
  journal={Bioinformatics},
  volume={35},
  pages={2276-2282},
  publisher={Oxford University Press},
  year = "2018"
}

BibTeX

@article{distributedinfe-2018/11,
  title={Distributed inference condition monitoring system for rural infrastructure in the developing world},
  author={Greeff H, Manandhar A, Thomson P, Hope R & Clifton DA},
  journal={IEEE Sensors Journal},
  volume={19},
  pages={1820-1828},
  publisher={IEEE},
  year = "2018"
}

BibTeX

@article{comparingdiffer-2018/11,
  title={Comparing different ways of calculating sample size for two independent means: A worked example},
  author={Clifton L, Birks J & Clifton D},
  journal={Contemporary Clinical Trials Communications},
  volume={13},
  number={100309},
  publisher={Elsevier},
  year = "2018"
}

BibTeX

@article{predictionofsus-2018/10,
  title={Prediction of susceptibility to first-line tuberculosis drugs by DNA sequencing},
  author={Allix-Béguec C, Arandjelovic I, Bi L, Clifton D, Crook DW et al.},
  journal={New England Journal of Medicine},
  volume={379},
  pages={1403-1415},
  publisher={Massachusetts Medical Society},
  year = "2018"
}

BibTeX

@article{validationofins-2018/10,
  title={Validation of instantaneous respiratory rate using reflectance PPG from different body positions},
  author={Jarchi D, Salvi D, Tarassenko L & Clifton D},
  journal={Sensors},
  volume={18},
  number={3705},
  publisher={MDPI},
  year = "2018"
}

BibTeX

@article{predictinginhos-2018/9,
  title={Predicting in-hospital mortality and unanticipated admissions to the intensive care unit using routinely collected blood tests and vital signs: development and validation of a multivariable model},
  author={Redfern O, Pimentel M, Prytherch D, Meredith P, Clifton DA et al.},
  journal={Resuscitation},
  volume={133},
  pages={75-81},
  publisher={Elsevier},
  year = "2018"
}

BibTeX

@article{smoothingeffect-2018/8,
  title={Smoothing effect in vital-sign recordings: fact or fiction? A retrospective cohort analysis of manual and continuous vital-sign measurements to assess data smoothing in post-operative care},
  author={Tomlinson HR, Pimentel MAF, Gerry S, Clifton DA, Tarassenko L et al.},
  journal={Anesthesia and Analgesia},
  volume={127},
  pages={960-966},
  publisher={Lippincott Williams & Wilkins},
  year = "2018"
}

BibTeX

@article{unsupervisedbay-2018/6,
  title={Unsupervised Bayesian inference to fuse biosignal sensory estimates for personalising care},
  author={Zhu TT, Pimentel MAF, Clifford G & Clifton DA},
  journal={IEEE Journal of Biomedical and Health Informatics},
  volume={23},
  pages={47-58},
  publisher={IEEE},
  year = "2018"
}

BibTeX

@article{accelerometryba-2018/6,
  title={Accelerometry-Based Estimation of Respiratory Rate for Post-Intensive Care Patient Monitoring},
  author={Jarchi D, Rodgers SJ, Tarassenko L & Clifton DA},
  journal={IEEE SENSORS JOURNAL},
  volume={18},
  pages={4981-4989},
  year = "2018"
}

BibTeX

@article{bayesianfusiono-2018/6,
  title={Bayesian fusion of physiological measurements using a signal quality extension},
  author={Zhu TT, Johnson AEW, Yang Y, Clifford GD & Clifton D},
  journal={Physiological Measurement
},
  volume={39 },
  publisher={IOP Publishing},
  year = "2018"
}

BibTeX

@article{manualcentileba-2018/6,
  title={Manual centile-based early warning scores derived from statistical distributions of observational vital-sign data},
  author={Watkinson P, Pimentel M, Clifton D & Tarassenko L},
  journal={Resuscitation},
  volume={129},
  pages={55-60},
  publisher={Elsevier},
  year = "2018"
}

BibTeX

@article{appliedmachinel-2018/5,
  title={Applied machine learning for the prediction of growth of abdominal aortic aneurysm in humans},
  author={Lee R, Jarchi D, Perera R, Jones A, Cassimjee I et al.},
  journal={EJVES Short Reports},
  volume={39},
  pages={24-28},
  publisher={Elsevier},
  year = "2018"
}

BibTeX

@article{pointprocessmod-2018/4,
  title={Point process models for novelty detection on spatial point patterns and their extremes},
  author={Pimentel MAF, Watkinson PJ & Clifton DA},
  journal={Computational Statistics and Data Analysis},
  volume={125},
  pages={86-103},
  publisher={Elsevier},
  year = "2018"
}

BibTeX

@inproceedings{visualisationof-2018/4,
  title={Visualisation of long-term ECG signals applied to post-intensive care patients},
  author={Jarchi D, Mahdi A, Tarassenko L & Clifton DA},
  booktitle={2018 IEEE 15th International Conference on Wearable and Implantable Body Sensor Networks (BSN)},
  pages={165-168},
  year = "2018"
}

BibTeX

@inproceedings{estimationofhrv-2018/4,
  title={Estimation of HRV and SpO2 from wrist-worn commercial sensors for clinical settings},
  author={Jarchi D, Salvi D, Velardo C, Mandi A, Tarassenko L et al.},
  booktitle={2018 IEEE 15th International Conference on Wearable and Implantable Body Sensor Networks (BSN)},
  pages={144-147},
  year = "2018"
}

BibTeX

@inproceedings{identifyingpati-2018/4,
  title={Identifying patient-specific trajectories in haemodialysis using Bayesian Hierarchical Gaussian Processes},
  author={Zhu T, Colopy GW, Pugh CW & Clifton DA},
  pages={186-189},
  year = "2018"
}

@misc{theneedforintel-2018/,
  title={The Need for Intelligent Diagnostics},
  author={King SP, Mills AR, Kadirkamanathan V, Clifton DA, King SP et al.},
  year = "2018"
}

@misc{systemsengineer-2018/,
  title={Systems Engineering for EHM},
  author={King SP, Mills AR, Kadirkamanathan V, Clifton DA, King SP et al.},
  year = "2018"
}

@misc{monitoringaircr-2018/,
  title={Monitoring Aircraft Engines},
  author={King SP, Mills AR, Kadirkamanathan V, Clifton DA, King SP et al.},
  year = "2018"
}

@misc{machinelearning-2018/,
  title={Machine Learning for Health Monitoring},
  author={King SP, Mills AR, Kadirkamanathan V, Clifton DA, King SP et al.},
  year = "2018"
}

@misc{futuredirection-2018/,
  title={Future Directions in Health Monitoring},
  author={King SP, Mills AR, Kadirkamanathan V, Clifton DA, King SP et al.},
  year = "2018"
}

@misc{equipmenthealth-2018/,
  title={Equipment Health Monitoring in Complex Systems Introduction},
  author={King SP, Mills AR, Kadirkamanathan V, Clifton DA, King SP et al.},
  year = "2018"
}

@misc{casestudiesofme-2018/,
  title={Case Studies of Medical Monitoring Systems},
  author={King SP, Mills AR, Kadirkamanathan V, Clifton DA, King SP et al.},
  year = "2018"
}

BibTeX

@article{implementingane-2017/12,
  title={Implementing an electronic observation and early warning score chart in the emergency department: a feasibility study.},
  author={Pullinger R, Wilson S, Way R, Santos M, Wong D et al.},
  journal={European journal of emergency medicine : official journal of the European Society for Emergency Medicine},
  volume={24},
  pages={e11-e16},
  year = "2017"
}

BibTeX

@article{bayesianoptimis-2017/12,
  title={Bayesian optimisation of personalised models for patient vital-sign monitoring},
  author={Colopy GW, Roberts SJ & Clifton DA},
  journal={IEEE Journal of Biomedical and Health Informatics},
  volume={22},
  pages={301-310},
  publisher={IEEE},
  year = "2017"
}

BibTeX

@article{arobustfusionmo-2017/12,
  title={A robust fusion model for estimating respiratory rate from photoplethysmography and electrocardiography},
  author={Birrenkott DA, Pimentel MAF, Watkinson PJ & Clifton DA},
  journal={IEEE Transactions on Biomedical Engineering},
  volume={65},
  pages={2033-2041},
  publisher={Institute of Electrical and Electronics Engineers},
  year = "2017"
}

BibTeX

@article{machinelearning-2017/12,
  title={Machine learning for classifying tuberculosis drug-resistance from DNA sequencing data},
  author={Yang Y, Niehaus KE, Walker TM, Iqbal Z, Walker A et al.},
  journal={Bioinformatics},
  volume={36},
  pages={1666-1671},
  publisher={Oxford University Press},
  year = "2017"
}

BibTeX

@article{bayesianoptimis-2017/12,
  title={Bayesian Optimisation of Personalised Models for Patient Vital-Sign Monitoring.},
  author={Colopy GW, Roberts S & Clifton D},
  journal={IEEE journal of biomedical and health informatics},
  year = "2017"
}

BibTeX

@article{arobustfusionmo-2017/12,
  title={A robust fusion model for estimating respiratory rate from photoplethysmography and electrocardiography},
  author={Birrenkott D, Pimentel M, Watkinson P & Clifton D},
  journal={IEEE Transactions of Biomedical Engineering},
  volume={65},
  pages={2033-2041},
  publisher={IEEE},
  year = "2017"
}

BibTeX

@article{componentisolat-2017/11,
  title={Component isolation for multi-component signal analysis using a non-parametric gaussian latent feature model},
  author={Yang Y, Peng Z, Dong X, Zhang W & Clifton DA},
  journal={Mechanical Systems and Signal Processing},
  volume={103},
  pages={368-380},
  publisher={Elsevier},
  year = "2017"
}

BibTeX

@article{breathingratees-2017/10,
  title={Breathing rate estimation from the electrocardiogram and photoplethysmogram: a review},
  author={Charlton P, Birrenkott DA, Bonnici T, Pimentel MAF, Johnson AEW et al.},
  journal={IEEE Reviews in Biomedical Engineering},
  volume={11},
  pages={2-20},
  publisher={IEEE},
  year = "2017"
}

BibTeX

@inproceedings{likelihoodbased-2017/9,
  title={Likelihood-based artefact detection in continuously-acquired patient vital signs},
  author={Colopy GW, Zhu T, Clifton L, Roberts SJ & Clifton DA},
  pages={2146-2149},
  year = "2017"
}

BibTeX

@article{profilingthepro-2017/7,
  title={Profiling the propagation of error from PPG to HRV features in a wearable physiological-monitoring device},
  author={Morelli D, Bartoloni L, Colombo M, Plans D & Clifton DA},
  journal={Healthcare Technology Letters},
  volume={5},
  pages={59-64},
  publisher={Institution of Engineering and Technology},
  year = "2017"
}

@inproceedings{personalisedpat-2017/5,
  title={Personalised patient monitoring in haemodialysis using hierarchical Gaussian processes},
  author={Zhu T, Colopy GW, Pugh CW & Clifton DA},
  year = "2017"
}

@inproceedings{drugresistancec-2017/5,
  title={Drug resistance classification for Mycobacterium tuberculosis using multi-output model with stacked auto-encoders},
  author={Yang Y & Clifton D},
  year = "2017"
}

BibTeX

@inproceedings{comparingdiffer-2017/5,
  title={Comparing different ways of calculating sample size for a randomised controlled trial using baseline and post-intervention measurements},
  author={Clifton L, Birks J & Clifton D},
  year = "2017"
}

BibTeX

@inproceedings{bayesianoptimis-2017/4,
  title={Bayesian optimisation of Gaussian processes for identifying the deteriorating patient},
  author={Colopy GW, Pimentel MAF, Roberts SJ & Clifton DA},
  pages={85-88},
  year = "2017"
}

BibTeX

@article{accidentalinfra-2017/2,
  title={Accidental infrastructure for groundwater monitoring in Africa},
  author={Colchester F, Marais HG, Thomson P, Hope R & Clifton DA},
  journal={Environmental Modelling and Software},
  volume={91},
  pages={241-250},
  publisher={Elsevier},
  year = "2017"
}

BibTeX

@article{extractionofres-2017/1,
  title={Extraction of respiratory signals from the electrocardiogram and photoplethysmogram: technical and physiological determinants},
  author={Charlton PH, Bonnici T, Tarassenko L, Alastruey J, Clifton D et al.},
  journal={Physiological Measurement},
  volume={38},
  pages={669-690},
  publisher={IOP Publishing},
  year = "2017"
}

BibTeX

@inproceedings{bayesianoptimis-2017/1,
  title={Bayesian Optimisation of Gaussian Processes for Identifying the Deteriorating Patient},
  author={Colopy GW, Pimentel MAF, Roberts S & Clifton DA},
  year = "2017"
}

BibTeX

@inproceedings{analysisofteens-2016/11,
  title={Analysis of teens’ chronic stress on micro-blog},
  author={Xue Y, Li Q, Zhao L, Jia J, Feng L et al.},
  pages={121-136},
  year = "2016"
}

@misc{hospitalalertin-2016/11,
  title={Hospital Alerting Via Electronic Noticeboard (HAVEN) Study Protocol},
  author={Watkinson P, Young JD, Prytherch D, Tarassenko L, Clifton D et al.},
  year = "2016"
}

BibTeX

@inproceedings{riskpredictionf-2016/10,
  title={Risk prediction for cardiovascular disease using ECG data in the China Kadoorie Biobank},
  author={Shen Y, Yang Y, Parish S, Chen Z, Clarke R et al.},
  year = "2016"
}

BibTeX

@inproceedings{robustestimatio-2016/10,
  title={Robust estimation of respiratory rate via ECG- and PPG-derived respiratory quality indices},
  author={Birrenkott D, Pimentel MAF, Watkinson PJ & Clifton DA},
  year = "2016"
}

BibTeX

@inproceedings{bayesiangaussia-2016/10,
  title={Bayesian Gaussian processes for identifying the deteriorating patient},
  author={Colopy GW, Pimentel MAF, Roberts SJ & Clifton DA},
  year = "2016"
}

BibTeX

@article{towardsarobuste-2016/10,
  title={Towards a robust estimation of respiratory rate from pulse oximeters},
  author={Pimentel MAF, Johnson AEW, Charlton PH, Birrenkott DA, Watkinson PJ et al.},
  journal={IEEE Transactions on Biomedical Engineering},
  publisher={Institute of Electrical and Electronics Engineers},
  year = "2016"
}

@article{oneclassclassif-2016/9,
  title={One-class classification of point patterns of extremes},
  author={Luca S, Clifton DA & Vanrumste B},
  journal={Journal of Machine Learning Research},
  volume={17},
  pages={1-21},
  publisher={Journal of Machine Learning Research},
  year = "2016"
}

BibTeX

@article{identifyingline-2016/4,
  title={Identifying lineage effects when controlling for population structure improves power in bacterial association studies},
  author={Earle SG, Wu CH, Charlesworth J, Stoesser N, Gordon NC et al.},
  journal={Nature Microbiology},
  volume={1},
  number={16041},
  publisher={Nature Research},
  year = "2016"
}

BibTeX

@article{anassessmentofa-2016/3,
  title={An assessment of algorithms to estimate respiratory rate from the electrocardiogram and photoplethysmogram.},
  author={Charlton PH, Bonnici T, Tarassenko L, Clifton DA, Beale R et al.},
  journal={Physiological measurement},
  volume={37},
  pages={610-626},
  year = "2016"
}

BibTeX

@article{analysisofadata-2016/2,
  title={Analysis of a data-fusion system for continuous vital sign monitoring in an emergency department.},
  author={Wilson SJ, Wong D, Pullinger RM, Way R, Clifton DA et al.},
  journal={European journal of emergency medicine : official journal of the European Society for Emergency Medicine},
  volume={23},
  pages={28-32},
  year = "2016"
}

BibTeX

@article{machinelearning-2016/1,
  title={Machine learning and decision support in critical care},
  author={Johnson AEW, Ghassemi MM, Nemati S, Niehaus KE, Clifton DA et al.},
  journal={Proceedings of the IEEE},
  volume={104},
  pages={444-466},
  publisher={IEEE},
  year = "2016"
}

@inproceedings{statespaceappro-2016/1,
  title={State-space approximations to Gaussian processes for patient vital-sign monitoring in computationally-constrained clinical environments},
  author={Colopy GW, Pimentel MAF, Roberts SJ & Clifton DA},
  year = "2016"
}

BibTeX

@book{machinelearning-2016/1,
  title={Machine Learning for Healthcare Technologies},
  author={Clifton DA},
  year = "2016"
}

BibTeX

@misc{abayesianmodelf-2016/1,
  title={A Bayesian model for fusing biomedical labels},
  author={Zhu T, Clifford GD & Clifton DA},
  year = "2016"
}

BibTeX

@misc{machinelearning-2016/1,
  title={Machine learning for healthcare technologies - an introduction},
  author={Clifton DA},
  year = "2016"
}

BibTeX

@misc{predictingantib-2016/1,
  title={Predicting antibiotic resistance from genomic data},
  author={Yang Y, Niehaus KE & Clifton DA},
  year = "2016"
}

BibTeX

@misc{machinelearning-2016/1,
  title={Machine learning for chronic disease},
  author={Niehaus KE & Clifton DA},
  year = "2016"
}

BibTeX

@misc{patientphysiolo-2016/1,
  title={Patient physiological monitoring with machine learning},
  author={Pimentel MAF & Clifton DA},
  year = "2016"
}

@misc{intelligentelec-2016/,
  title={Intelligent Electronic Health Systems},
  author={Clifton DA, Pimentel MAF, Niehaus KE, Clifton L, Peto TEA et al.},
  year = "2016"
}

BibTeX

@inproceedings{bayesianfusiono-2015/11,
  title={Bayesian fusion of algorithms for the robust estimation of respiratory rate from the photoplethysmogram},
  author={Zhu T, Pimentel MAF, Clifford GD & Clifton DA},
  pages={6138-6141},
  year = "2015"
}

BibTeX

@article{wholegenomesequ-2015/10,
  title={Whole-genome sequencing for prediction of Mycobacterium tuberculosis drug susceptibility and resistance: a retrospective cohort study},
  author={Walker T, Kohl T, Omar S, Iqbal Z & al. E},
  journal={Lancet. Infectious diseases},
  volume={15},
  pages={1193-1202},
  publisher={Elsevier},
  year = "2015"
}

BibTeX

@article{healthinformati-2015/8,
  title={Health informatics via machine learning for the clinical management of patients.},
  author={Clifton DA, Niehaus KE, Charlton P & Colopy GW},
  journal={Yearbook of Medical Informatics},
  volume={10},
  pages={38-43},
  publisher={Thieme Publishing},
  year = "2015"
}

BibTeX

@inproceedings{phenotypicchara-2015/8,
  title={Phenotypic characterisation of Crohn's disease severity.},
  author={Niehaus KE, Uhlig HH & Clifton DA},
  pages={7023-7026},
  year = "2015"
}

BibTeX

@article{fusingcontinuou-2015/6,
  title={Fusing continuous-valued medical labels using a Bayesian Model},
  author={Zhu T, Dunkley N, Behar J, Clifton D & Clifford GD},
  journal={Annals of Biomedical Engineering},
  volume={43},
  pages={2892-2902},
  publisher={Springer Verlag},
  year = "2015"
}

BibTeX

@article{fusingcontinuou-2015/6,
  title={Fusing continuous-valued medical labels using a Bayesian model},
  author={Zhu T, Dunkley N, Behar J, Clifton DA & Clifford GD},
  journal={Annals of Biomedical Engineering},
  volume={43},
  pages={2892-2902},
  publisher={Springer},
  year = "2015"
}

BibTeX

@article{signalqualityin-2015/5,
  title={Signal-quality indices for the electrocardiogram and photoplethysmogram: derivation and applications to wireless monitoring.},
  author={Orphanidou C, Bonnici T, Charlton P, Clifton D, Vallance D et al.},
  journal={IEEE journal of biomedical and health informatics},
  volume={19},
  pages={832-838},
  year = "2015"
}

BibTeX

@inproceedings{smarthandpumpsa-2015/4,
  title={Smart handpumps: a preliminary data analysis},
  author={Colchester F, Greeff H, Thomson P, Hope R & Clifton D},
  pages={1-4},
  year = "2015"
}

BibTeX

@article{multitaskgaussi-2015/1,
  title={

Multitask Gaussian processes for multivariate physiological time-series analysis.

},
  author={Dürichen R, Pimentel MAF, Clifton L, Schweikard A & Clifton DA},
  journal={},
  publisher={IEEE},
  year = "2015"
}

BibTeX

@article{errorsandomissi-2015/1,
  title={'Errors' and omissions in paper-based early warning scores: the association with changes in vital signs-a database analysis.},
  author={Clifton DA, Clifton L, Sandu DM, Smith GB, Tarassenko L et al.},
  journal={BMJ open},
  volume={5},
  pages={e007376},
  publisher={BMJ Publishing Group},
  year = "2015"
}

@inproceedings{amultivariateti-2015/1,
  title={A Multivariate Timeseries Modeling Approach to Severity of Illness Assessment and Forecasting in ICU with Sparse, Heterogeneous Clinical Data.},
  author={Ghassemi M, Pimentel MAF, Naumann T, Brennan T, Clifton DA et al.},
  pages={446-453},
  year = "2015"
}

BibTeX

@misc{probabilistices-2015/,
  title={Probabilistic Estimation of Respiratory Rate from Wearable Sensors},
  author={Pimentel MAF, Charlton PH & Clifton DA},
  year = "2015"
}

BibTeX

@inproceedings{aunifiedapproac-2014/9,
  title={A unified approach for respiratory motion prediction and correlation with multi-task Gaussian Processes},
  author={Dürichen R, Wissel T, Ernst F, Pimentel MAF, Clifton DA et al.},
  year = "2014"
}

BibTeX

@article{areviewofnovelt-2014/6,
  title={A review of novelty detection},
  author={Pimentel MAF, Clifton DA, Clifton L & Tarassenko L},
  journal={Signal Processing},
  volume={99},
  pages={215-249},
  year = "2014"
}

BibTeX

@article{probabilisticno-2014/6,
  title={Probabilistic novelty detection with support vector machines},
  author={Clifton L, Clifton DA, Zhang Y, Watkinson P, Tarassenko L et al.},
  journal={IEEE Transactions on Reliability},
  volume={63},
  pages={455-467},
  publisher={Institute of Electrical and Electronics Engineers},
  year = "2014"
}

BibTeX

@article{noncontactvideo-2014/3,
  title={Non-contact video-based vital sign monitoring using ambient light and auto-regressive models.},
  author={Tarassenko L, Villarroel M, Guazzi A, Jorge J, Clifton D et al.},
  journal={Physiological measurement},
  volume={35},
  pages={807-831},
  publisher={IOP Publishing},
  year = "2014"
}

BibTeX

@inproceedings{multitaskgaussi-2014/1,
  title={Multi-task Gaussian process models for biomedical applications},
  author={Durichen R, Pimentel MAF, Clifton L, Schweikard A & Clifton DA},
  pages={492-495},
  year = "2014"
}

@inproceedings{asmartbloodpres-2014/1,
  title={A $5 smart blood pressure system},
  author={Pimentel MAF, Santos MD, Maraci MA, Arteta C, Domingos JS et al.},
  year = "2014"
}

@inproceedings{anintelligentca-2014/1,
  title={An intelligent cardiac health monitoring and review system},
  author={Zhu T, Osipov M, Papastylianou T, Oster J, Clifton DA et al.},
  year = "2014"
}

@inproceedings{sanitationrelat-2014/1,
  title={Sanitation-related disease surveillance using community health promoters and mobile phone technology},
  author={Fathima SF, Palmius N, Clifton D, Rohloff P, Clifford GD et al.},
  year = "2014"
}

BibTeX

@inproceedings{physiologicaltr-2014/1,
  title={Physiological trajectory of patients pre and post ICU discharge.},
  author={Johnson AEW, Burgess J, Pimentel MAF, Clifton DA, Young JD et al.},
  pages={3160-3163},
  year = "2014"
}

BibTeX

@inproceedings{abayesianpatien-2014/1,
  title={A Bayesian patient-based model for detecting deterioration in vital signs using manual observations},
  author={Khalid S, Clifton D & Tarassenko L},
  pages={146-158},
  year = "2014"
}

BibTeX

@inproceedings{performanceofea-2014/1,
  title={Performance of early warning scoring systems to detect patient deterioration in the emergency department},
  author={Santos MD, Clifton DA & Tarassenko L},
  pages={159-169},
  year = "2014"
}

BibTeX

@inproceedings{detectingadoles-2014/1,
  title={Detecting Adolescent Psychological Pressures from Micro-Blog},
  author={Xue Y, Li Q, Jin L, Feng L, Clifton DA et al.},
  pages={83-94},
  year = "2014"
}

@inproceedings{detectingadoles-2014/,
  title={Detecting Adolescent Psychological Pressures from Micro-Blog},
  author={Xue Y, Li Q, Jin L, Feng L, Clifton DA et al.},
  pages={83-94},
  year = "2014"
}

@inproceedings{machinelearning-2014/,
  title={Machine learning for the prediction of antibacterial susceptibility in Mycobacterium tuberculosis},
  author={Niehaus KE, Walker TM, Crook DW, Peto TEA, Clifton DA et al.},
  pages={618-621},
  year = "2014"
}

@inproceedings{internationalwo-2013/12,
  title={International workshop on Artificial Intelligence in Medical Applications},
  author={Pancerz K, Piatek L, Andrushevich A, Bazan J, Cardoso J et al.},
  pages={191},
  year = "2013"
}

BibTeX

@inproceedings{gaussianprocess-2013/12,
  title={Gaussian process clustering for the functional characterisation of vital-sign trajectories},
  author={Pimentel MAF, Clifton DA & Tarassenko L},
  year = "2013"
}

BibTeX

@article{predictivemonit-2013/11,
  title={Predictive monitoring of mobile patients by combining clinical observations with data from wearable sensors.},
  author={Clifton L, Clifton DA, Pimentel MAF, Watkinson PJ & Tarassenko L},
  journal={IEEE Journal of Biomedical and Health Informatics},
  volume={18},
  pages={722-730},
  publisher={Institute of Electrical and Electronics Engineers},
  year = "2013"
}

BibTeX

@article{assessmentoflun-2013/10,
  title={Assessment of lung function using a non-invasive oscillating gas-forcing technique.},
  author={Clifton L, Clifton DA, Hahn CEW & Farmery AD},
  journal={Respir Physiol Neurobiol},
  volume={189},
  pages={174-182},
  year = "2013"
}

BibTeX

@inproceedings{towardsamicrobl-2013/10,
  title={Towards a micro-blog platform for sensing and easing adolescent psychological pressures},
  author={Xue Y, Clifford GD, Li Q, Clifton DA & Feng L},
  pages={215-218},
  year = "2013"
}

BibTeX

@inproceedings{probabilistices-2013/10,
  title={Probabilistic estimation of respiratory rate using Gaussian processes},
  author={Pimentel MAF, Clifton DA, Clifton L & Tarassenko L},
  pages={2902-2905},
  year = "2013"
}

BibTeX

@article{modellingphysio-2013/8,
  title={Modelling physiological deterioration in post-operative patient vital-sign data.},
  author={Pimentel MAF, Clifton DA, Clifton L, Watkinson PJ & Tarassenko L},
  journal={Med Biol Eng Comput},
  volume={51},
  pages={869-877},
  year = "2013"
}

BibTeX

@article{alargescaleclin-2013/7,
  title={A Large-Scale Clinical Validation of an Integrated Monitoring System in the Emergency Department},
  author={Clifton DA, Wong D, Clifton L, Wilson S, Way R et al.},
  journal={IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS},
  volume={17},
  pages={835-842},
  year = "2013"
}

BibTeX

@article{thedigitalpatie-2013/6,
  title={The digital patient.},
  author={Bonnici T, Tarassenko L, Clifton DA & Watkinson P},
  journal={Clin Med (Lond)},
  volume={13},
  pages={252-257},
  year = "2013"
}

BibTeX

@article{thedigitalpatie-2013/6,
  title={The digital patient},
  author={Bonnici T, Tarassenko L, Clifton DA & Watkinson P},
  journal={Clinical Medicine, Journal of the Royal College of Physicians of London},
  volume={13},
  pages={252-257},
  year = "2013"
}

BibTeX

@article{trackandtrigger-2013/3,
  title={Track and trigger in an emergency department: An observational evaluation study},
  author={Wilson SJ, Wong D, Clifton D, Fleming S, Way R et al.},
  journal={Emergency Medicine Journal},
  volume={30},
  pages={186-191},
  year = "2013"
}

BibTeX

@article{anextremefuncti-2013/2,
  title={An extreme function theory for novelty detection},
  author={Clifton DA, Clifton L, Hugueny S, Wong D & Tarassenko L},
  journal={IEEE Journal on Selected Topics in Signal Processing},
  volume={7},
  pages={28-37},
  year = "2013"
}

BibTeX

@article{gaussianprocess-2013/1,
  title={Gaussian processes for personalized e-health monitoring with wearable sensors},
  author={Clifton L, Clifton DA, Pimentel MAF, Watkinson PJ & Tarassenko L},
  journal={IEEE Transactions on Biomedical Engineering},
  volume={60},
  pages={193-197},
  year = "2013"
}

BibTeX

@article{anoninvasivemet-2013/1,
  title={A Non-Invasive Method for Estimating Cardiopulmonary Variables Using Breath-by-Breath Injection of Two Tracer Gases.},
  author={Clifton L, Clifton D, Hahn CE & Farmeryy AD},
  journal={IEEE journal of translational engineering in health and medicine},
  year = "2013"
}

BibTeX

@article{extendingthegen-2013/,
  title={Extending the Generalised Pareto Distribution for Novelty Detection in High-Dimensional Spaces},
  author={Clifton DA, Clifton L, Hugueny S & Tarassenko L},
  journal={Journal of Signal Processing Systems},
  pages={1-17},
  year = "2013"
}

BibTeX

@article{atwoclassapproa-2012/12,
  title={A two-class approach to the detection of physiological deterioration in patient vital signs, with clinical label refinement},
  author={Khalid S, Clifton DA, Clifton L & Tarassenko L},
  journal={IEEE Transactions on Information Technology in Biomedicine},
  volume={16},
  pages={1231-1238},
  year = "2012"
}

BibTeX

@inproceedings{gaussianprocess-2012/12,
  title={Gaussian process regression in vital-sign early warning systems},
  author={Clifton L, Clifton DA, Pimentel MAF, Watkinson PJ & Tarassenko L},
  pages={6161-6164},
  year = "2012"
}

BibTeX

@article{probabilisticde-2012/12,
  title={Probabilistic detection of vital sign abnormality with Gaussian process regression},
  author={Wong D, Clifton DA & Tarassenko L},
  journal={IEEE 12th International Conference on BioInformatics and BioEngineering, BIBE 2012},
  pages={187-192},
  year = "2012"
}

BibTeX

@article{introduction-2012/10,
  title={Introduction},
  author={Yin H & Clifton D},
  journal={International Journal of Neural Systems},
  volume={22},
  year = "2012"
}

BibTeX

@article{machinelearning-2012/7,
  title={Machine learning and software engineering in health informatics},
  author={Clifton DA, Gibbons J, Davies J & Tarassenko L},
  journal={2012 1st International Workshop on Realizing AI Synergies in Software Engineering, RAISE 2012 - Proceedings},
  pages={37-41},
  year = "2012"
}

@inproceedings{vitalsigndatafu-2012/6,
  title={Vital-sign data fusion models for post-operative patients},
  author={Pimentel MAF, Clifton DA, Clifton L, Watkinson PJ & Tarassenko L},
  pages={410-413},
  year = "2012"
}

BibTeX

@article{wirelesstechnol-2012/1,
  title={Wireless technology in disease management and medicine.},
  author={Clifford GD & Clifton D},
  journal={Annual review of medicine},
  volume={63},
  pages={479-492},
  year = "2012"
}

BibTeX

@article{photoplethysmog-2012/1,
  title={Photoplethysmographic derivation of respiratory rate: a review of relevant physiology.},
  author={Meredith DJ, Clifton D, Charlton P, Brooks J, Pugh CW et al.},
  journal={Journal of medical engineering & technology},
  volume={36},
  pages={1-7},
  year = "2012"
}

BibTeX

@article{depressionandca-2012/1,
  title={Depression and cancer},
  author={Couper JW, Pollard AC & Clifton DA},
  journal={Medical Journal of Australia},
  volume={1},
  pages={13-17},
  year = "2012"
}

@article{gaussianprocess-2012/,
  title={Gaussian process regression in vital-sign early warning systems.},
  author={Clifton L, Clifton DA, Pimentel MA, Watkinson PJ & Tarassenko L},
  journal={Conference proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Conference},
  volume={2012},
  pages={6161-6164},
  year = "2012"
}

BibTeX

@article{noveltydetectio-2011/12,
  title={Novelty Detection with Multivariate Extreme Value Statistics},
  author={Clifton DA, Hugueny S & Tarassenko L},
  journal={JOURNAL OF SIGNAL PROCESSING SYSTEMS FOR SIGNAL IMAGE AND VIDEO TECHNOLOGY},
  volume={65},
  pages={371-389},
  year = "2011"
}

BibTeX

@article{semiconductorwi-2011/12,
  title={Semiconductor wireless technology for chronic disease management},
  author={Tarassenko L & Clifton DA},
  journal={ELECTRONICS LETTERS},
  volume={47},
  pages={S30-S32},
  year = "2011"
}

@inproceedings{identificationo-2011/12,
  title={Identification of patient deterioration in vital-sign data using one-class support vector machines},
  author={Clifton L, Clifton DA, Watkinson PJ & Tarassenko L},
  pages={125-131},
  year = "2011"
}

BibTeX

@inproceedings{towardsassisted-2011/12,
  title={Towards assisted living via probabilistic vital-sign monitoring in the home},
  author={Clifton DA, Clifton L, Alvi M, Khalid S, Meredith D et al.},
  year = "2011"
}

BibTeX

@article{featureextracti-2011/11,
  title={Feature extraction and wall motion classification of 2D stress echocardiography with relevance vector machines},
  author={Chykeyuk K, Clifton DA & Noble JA},
  journal={Proceedings - International Symposium on Biomedical Imaging},
  pages={677-680},
  year = "2011"
}

BibTeX

@article{annualreviewwir-2011/11,
  title={Annual Review: Wireless Technology in Disease State Management and Medicine},
  author={Clifford GD & Clifton DA},
  journal={Annual Review of Medicine},
  pages={479-492},
  year = "2011"
}

BibTeX

@article{noveltydetectio-2011/9,
  title={Novelty detection for identifying deterioration in emergency department patients},
  author={Clifton DA, Wong D, Fleming S, Wilson SJ, Way R et al.},
  journal={Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)},
  volume={6936 LNCS},
  pages={220-227},
  year = "2011"
}

BibTeX

@article{centilebasedear-2011/8,
  title={Centile-based early warning scores derived from statistical distributions of vital signs.},
  author={Tarassenko L, Clifton DA, Pinsky MR, Hravnak MT, Woods JR et al.},
  journal={Resuscitation},
  volume={82},
  pages={1013-1018},
  year = "2011"
}

@inproceedings{monitoringpatie-2011/8,
  title={Monitoring patient vital-sign deterioration trajectories using Bayesian inference},
  author={Khalid S, Clifton D & Tarassenko L},
  pages={1},
  year = "2011"
}

@inproceedings{optimisingclass-2011/7,
  title={Optimising classifiers for the detection of physiological deterioration in patient vital-sign data},
  author={Khalid S, Clifton DA, Clifton L & Tarassenko L},
  pages={425-428},
  year = "2011"
}

BibTeX

@inproceedings{featureextracti-2011/5,
  title={Feature extraction and wall motion classification of 2D stress echocardiography with support vector machines},
  author={Chykeyuk K, Clifton DA & Noble JA},
  year = "2011"
}

BibTeX

@inproceedings{probabilisticpa-2011/3,
  title={Probabilistic patient monitoring with multivariate, multimodal extreme value theory},
  author={Hugueny S, Clifton DA & Tarassenko L},
  pages={199-211},
  year = "2011"
}

@inproceedings{pinningthetailo-2011/,
  title={PINNING THE TAIL ON THE DISTRIBUTION: A MULTIVARIATE EXTENSION TO THE GENERALISED PARETO DISTRIBUTION},
  author={Clifton DA, Hugueny S, Tarassenko L & IEEE },
  year = "2011"
}

@article{towardsadatafus-2010/12,
  title={Towards a data fusion model for predicting deterioration in dialysis patients},
  author={Borhani Y, Fleming S, Clifton DA, Sutherland S, Hills L et al.},
  journal={Computing in Cardiology},
  volume={37},
  pages={967-970},
  year = "2010"
}

@article{probabilisticpa-2010/9,
  title={Probabilistic patient monitoring using extreme value theory: A multivariate, multimodal methodology for detecting patient deterioration},
  author={Hugueny S, Clifton DA & Tarassenko L},
  journal={BIOSIGNALS 2010 - Proceedings of the 3rd International Conference on Bio-inpsired Systems and Signal Processing, Proceedings},
  pages={5-12},
  year = "2010"
}

@inproceedings{stabledistribut-2010/1,
  title={Stable distributions for heavy-tailed data and their application in asset health monitoring},
  author={Sundaram S, McDonald K & Clifton DA},
  pages={712-721},
  year = "2010"
}

BibTeX

@inproceedings{acomparisonofap-2009/12,
  title={A comparison of approaches to multivariate extreme value theory for novelty detection},
  author={Clifton DA, Hugueny S & Tarassenko L},
  pages={13-16},
  year = "2009"
}

BibTeX

@inproceedings{noveltydetectio-2009/12,
  title={Novelty detection with multivariate extreme value theory, part II: An analytical approach to unimodal estimation},
  author={Hugueny S, Clifton DA & Tarassenko L},
  year = "2009"
}

BibTeX

@article{noveltydetectio-2009/12,
  title={Novelty detection with multivariate extreme value theory, part I: A numerical approach to multimodal estimation},
  author={Clifton DA, Hugueny S & Tarassenko L},
  journal={Machine Learning for Signal Processing XIX - Proceedings of the 2009 IEEE Signal Processing Society Workshop, MLSP 2009},
  year = "2009"
}

BibTeX

@article{probabilisticap-2009/8,
  title={Probabilistic approach to the condition monitoring of aerospace engines},
  author={King S, Bannister PR, Clifton DA & Tarassenko L},
  journal={Proceedings of the Institution of Mechanical Engineers, Part G: Journal of Aerospace Engineering},
  volume={223},
  pages={533-541},
  year = "2009"
}

@inproceedings{aircraftengineh-2009/1,
  title={Aircraft engine health monitoring using density modelling and extreme value statistics},
  author={Sundaram S, Strachan IGD, Clifton DA, Tarassenko L & King S},
  pages={918-929},
  year = "2009"
}

@inproceedings{ahiddenmarkovmo-2009/1,
  title={A hidden Markov model for condition monitoring of a manufacturing drilling process},
  author={Strachan IGD, Clifton DA, Sage C & Veselovac D},
  pages={802-813},
  year = "2009"
}

@inproceedings{noveltydetectio-2009/1,
  title={Novelty detection in jet engine vibration spectra},
  author={Clifton DA & Tarassenko L},
  pages={726-737},
  year = "2009"
}

@inproceedings{patientspecific-2009/1,
  title={Patient-specific biomedical condition monitoring in post-operative cancer patients},
  author={Clifton DA, Clifton L, Tarassenko L, Watkinson PJ, Barber V et al.},
  pages={424-433},
  year = "2009"
}

BibTeX

@inproceedings{telemetrybasedv-2009/1,
  title={Telemetry-based vital sign monitoring for ambulatory hospital patients.},
  author={Orphanidou C, Clifton D, Khan S, Smith M, Feldmar J et al.},
  pages={4650-4653},
  year = "2009"
}

@inproceedings{noveltydetectio-2009/,
  title={NOVELTY DETECTION WITH MULTIVARIATE EXTREME VALUE THEORY, PART II: AN ANALYTICAL APPROACH TO UNIMODAL ESTIMATION},
  author={Hugueny S, Clifton DA, Tarassenko L & IEEE },
  pages={258-263},
  year = "2009"
}

@article{noveltydetectio-2009/,
  title={Novelty Detection in Jet Engine Vibration Spectra},
  author={Clifton DA & tarassenko L},
  journal={(IET) Condition Monitoring},
  pages={727-738},
  year = "2009"
}

BibTeX

@inproceedings{bayesianextreme-2008/8,
  title={Bayesian extreme value statistics for novelty detection in gas-turbine engines},
  author={Clifton DA, Tarassenko L, McGrogan N, King D, King S et al.},
  year = "2008"
}

BibTeX

@article{automatednovelt-2008/6,
  title={Automated novelty detection in industrial systems},
  author={Clifton DA, Clifton LA, Bannister PR & Tarassenko L},
  journal={Studies in Computational Intelligence},
  volume={116},
  pages={269-296},
  year = "2008"
}

BibTeX

@inproceedings{combinedsupport-2007/10,
  title={Combined support vector novelty detection for multi-channel combustion data},
  author={Clifton LA, Yin H, Clifton DA & Zhang Y},
  pages={495-500},
  year = "2007"
}

BibTeX

@article{measurementofre-2007/2,
  title={Measurement of respiratory rate from the photoplethysmogram in chest clinic patients},
  author={Clifton D, Douglas GJ, Addison PS & Watson JN},
  journal={Journal of Clinical Monitoring and Computing},
  volume={21},
  pages={55-61},
  year = "2007"
}

BibTeX

@inproceedings{aframeworkforno-2007/1,
  title={A framework for novelty detection in jet engine vibration data},
  author={Clifton DA, Bannister PR & Tarassenko L},
  pages={305-310},
  year = "2007"
}

BibTeX

@inproceedings{noveltydetectio-2007/1,
  title={Novelty detection in large-vehicle turbocharger operation},
  author={Clifton DA, Bannister PR & Tarassenko L},
  pages={591-600},
  year = "2007"
}

BibTeX

@article{twodimensionalt-2006/12,
  title={Two-dimensional tool design for two-dimensional equilibrium electrochemical machining die-sinking using a numerical method},
  author={McClennan J, Alder G, Sherlock A, Mill F & Clifton D},
  journal={Proceedings of the Institution of Mechanical Engineers, Part B: Journal of Engineering Manufacture},
  volume={220},
  pages={637-645},
  year = "2006"
}

BibTeX

@article{anautomatedalgo-2006/9,
  title={An automated algorithm for determining respiratory rate by photoplethysmogram in children},
  author={Leonard PA, Clifton D, Addison PS, Watson JN & Beattie T},
  journal={Acta Paediatrica, International Journal of Paediatrics},
  volume={95},
  pages={1124-1128},
  year = "2006"
}

BibTeX

@article{wavelettransfor-2006/8,
  title={Wavelet transform reassignment and the use of low-oscillation complex wavelets},
  author={Addison PS, Morvidone M, Watson JN & Clifton D},
  journal={Mechanical Systems and Signal Processing},
  volume={20},
  pages={1429-1443},
  year = "2006"
}

BibTeX

@article{afullyautomated-2006/2,
  title={A fully automated algorithm for the determination of respiratory rate from the photoplethysmogram},
  author={Leonard PA, Douglas JG, Grubb NR, Clifton D, Addison PS et al.},
  journal={Journal of Clinical Monitoring and Computing},
  volume={20},
  pages={33-36},
  year = "2006"
}

BibTeX

@inproceedings{learningshapefo-2006/1,
  title={Learning shape for jet engine novelty detection},
  author={Clifton DA, Bannister PR & Tarassenko L},
  pages={828-835},
  year = "2006"
}

BibTeX

@inproceedings{applicationofan-2006/1,
  title={Application of an intuitive novelty metric for jet engine condition monitoring},
  author={Clifton DA, Bannister PR & Tarassenko L},
  pages={1149-1158},
  year = "2006"
}

BibTeX

@article{analgorithmfort-2004/12,
  title={An algorithm for the detection of individual breaths from the pulse oximeter waveform},
  author={Leonard P, Grubb NR, Addison PS, Clifton D & Watson JN},
  journal={Journal of Clinical Monitoring and Computing},
  volume={18},
  pages={309-312},
  year = "2004"
}

BibTeX

@article{waveletbasedana-2004/10,
  title={Wavelet-based analysis of heart-rate-dependent ECG features},
  author={Stiles MK, Clifton D, Grubb NR, Watson JN & Addison PS},
  journal={Annals of Noninvasive Electrocardiology},
  volume={9},
  pages={316-322},
  year = "2004"
}

BibTeX

@inproceedings{anintegratedstr-2003/7,
  title={An integrated strategy for materials characterisation and process simulation in electrochemical machining},
  author={Mount AR, Clifton D, Howarth P & Sherlock A},
  pages={449-454},
  year = "2003"
}

BibTeX

@article{characterizatio-2003/4,
  title={Characterization and representation of non-ideal effects in electrochemical machining},
  author={Clifton D, Mount AR, Mill F & Howarth PS},
  journal={Proceedings of the Institution of Mechanical Engineers, Part B: Journal of Engineering Manufacture},
  volume={217},
  pages={373-385},
  year = "2003"
}

BibTeX

@article{theelectrochemi-2003/3,
  title={The electrochemical machining characteristics of stainless steels},
  author={Mount AR, Howarth PS & Clifton D},
  journal={Journal of the Electrochemical Society},
  volume={150},
  year = "2003"
}

BibTeX

@inproceedings{usingwavelettra-2003/1,
  title={Using wavelet transform reassignment techniques for ECG characterisation},
  author={Clifton D, Addison PS, Stiles MK, Legarreta IR, Grubb N et al.},
  pages={581-584},
  year = "2003"
}

BibTeX

@article{ultrasonicmeasu-2002/9,
  title={Ultrasonic measurement of the inter-electrode gap in electrochemical machining},
  author={Clifton D, Mount AR, Alder GM & Jardine D},
  journal={International Journal of Machine Tools and Manufacture},
  volume={42},
  pages={1259-1267},
  year = "2002"
}

BibTeX

@article{nutrientavailab-2002/5,
  title={Nutrient availability and maize growth in a soil amended with earthworm casts from a South African indigenous species},
  author={Clifton D, Mount AR, Alder GM & Jardine D},
  journal={Bioresource Technology},
  volume={84},
  pages={197-201},
  year = "2002"
}

BibTeX

@article{theuseofasegmen-2001/11,
  title={The use of a segmented tool for the analysis of electrochemical machining},
  author={Mount AR, Howarth PS & Clifton D},
  journal={Journal of Applied Electrochemistry},
  volume={31},
  pages={1213-1220},
  year = "2001"
}

BibTeX

@article{theeffectsofmac-2001/9,
  title={The effects of machined workpiece surface integrity on the fatigue life of γ-titanium aluminide},
  author={Sharman ARC, Aspinwall DK, Dewes RC, Clifton D & Bowen P},
  journal={International Journal of Machine Tools and Manufacture},
  volume={41},
  pages={1681-1685},
  year = "2001"
}

BibTeX

@article{electrochemical-2001/1,
  title={Electrochemical machining of gamma titanium aluminide intermetallics},
  author={Clifton D, Mount AR, Jardine DJ & Roth R},
  journal={Journal of Materials Processing Technology},
  volume={108},
  pages={338-348},
  year = "2001"
}

@article{diverlessweldin-2000/12,
  title={Diverless weld inspection and repair using ECM/ACFM techniques},
  author={Clifton D, Mill F, Esnaola J, Kare R & Dover D},
  journal={Underwater Technology},
  volume={24},
  pages={131-141},
  year = "2000"
}

BibTeX

@article{theoreticalanal-2000/1,
  title={Theoretical analysis of chronoamperometric transients in electrochemical machining and characterization of titanium 6/4 and Inconel 718 alloys},
  author={Mount AR, Eley KL & Clifton D},
  journal={Journal of Applied Electrochemistry},
  volume={30},
  pages={447-455},
  year = "2000"
}

BibTeX

@article{adirectanalytic-2000/1,
  title={A direct analytical solution to the tool design problem in electrochemical machining under steady state conditions},
  author={Alder GM, Clifton D & Mill F},
  journal={Proceedings of the Institution of Mechanical Engineers, Part B: Journal of Engineering Manufacture},
  volume={214},
  pages={745-750},
  year = "2000"
}

BibTeX

@article{anelectrochemic-1987/1,
  title={An electrochemical machining method for removal of samples and defective zones in metal pipes, vessels and structures},
  author={Clifton D, Midgley JW & McGeough JA},
  journal={Proceedings of the Institution of Mechanical Engineers, Part B: Journal of Engineering Manufacture},
  volume={201},
  pages={229-231},
  year = "1987"
}

@inproceedings{extremefunction-/,
  title={Extreme Function Theory},
  author={Clifton DA, Hugueny S, Clifton L, Wong D & Tarassenko L},
  booktitle={34th (?) Int. Conf. on Machine Learning}
}

@inproceedings{drugresistancec-/,
  title={Drug Resistance Classification for Mycobacterium tuberculosis using Multi-output Model with Stacked Auto-encoders},
  author={Yang Y & Clifton D}
}

BibTeX

@article{towardamultivar-/,
  title={Toward a Multivariate Prediction Model of Pharmacological Treatment for Women With Gestational Diabetes Mellitus: Algorithm Development and Validation (Preprint)},
  author={Velardo C, Clifton D, Hamblin S, Khan R, Tarassenko L et al.},
  journal={}
}

@article{physiologicalre-/,
  title={Physiological recovery among workers in long-distance sleddog race: a case study on female veterinarians in Finnmarksløpet},
  author={Clifton D & Morelli D},
  journal={WORK},
  publisher={IOS Press}
}

@article{thewhocatalogue-/,
  title={The 2021 WHO catalogue of Mycobacterium tuberculosis complex mutations associated with drug resistance: a genotypic analysis},
  author={Walker T, Miotto P, Koser C, Fowler P, Knaggs J et al.},
  journal={The Lancet Microbe},
  publisher={Elsevier}
}

@article{realworldevalua-/,
  title={Real-world evaluation of AI driven COVID-19 triage for emergency admissions: External validation & operational assessment of lab-free and high-throughput screening solutions},
  author={Soltan A, Yang J, Pattanshetty R, Novak A, Yang Y et al.},
  journal={Lancet Digital Health},
  publisher={Elsevier}
}

@article{machinelearning-/,
  title={Machine Learning Generalizability Across Healthcare Settings: Insights from multi-site COVID-19 screening},
  author={Yang J, Soltan A & Clifton D},
  journal={npj Digital Medicine},
  publisher={Nature Research (part of Springer Nature)}
}

@article{acrowdofbashthe-/,
  title={A crowd of BashTheBug volunteers reproducibly and accurately measure the minimum inhibitory concentrations of 13 antitubercular drugs from photographs of 96-well broth microdilution plates},
  author={Fowler P, Wright C, Spiers H, Zhu T, Baeten E et al.},
  journal={eLife},
  publisher={eLife Sciences Publications}
}

@article{adatacompendium-/,
  title={A data compendium of Mycobacterium tuberculosis antibiotic resistance},
  author={Battaglia S, Borroni E, Brandao AP, Cabibbe AM, Carter J et al.},
  journal={PLoS Biology},
  publisher={Public Library of Science}
}

@article{thinkingaloudor-/,
  title={Thinking Aloud or Screaming Inside: Exploration of Sentiment around Work},
  author={Clifton D & Hoque Tania M},
  journal={JMIR Human Factors},
  publisher={JMIR Publications}
}

@misc{statisticalanal-/,
  title={Statistical analysis plan: Development and validation of prediction models for new-onset atrial fibrillation in patients admitted to an intensive care unit},
  author={Bedford J, Hatch R, Redfern O, Gerry S, Mertes G et al.}
}

@article{privacyawareear-/,
  title={Privacy-aware early detection of COVID-19 through adversarial training},
  author={Rohanian M, Kouchaki S, Soltan A, Yang J, Yang Y et al.},
  journal={IEEE Journal of Biomedical and Health Informatics},
  publisher={IEEE}
}

BibTeX

@article{physicalactivit-/,
  title={Physical activity and asthma symptom control in children during COVID-19 lockdown: A feasibility study},
  author={Ding X, Whelan M, Clifton D & Zhu T},
  journal={Digital Health},
  publisher={SAGE Publications}
}

@inproceedings{retrievereasona-/,
  title={Retrieve, reason, and refine: generating accurate and faithful patient instructions},
  author={Liu F, Yang B, You C, Wu X, Ge S et al.},
  booktitle={36th Conference on Neural Information Processing Systems (NeuRIPS 2022)}
}

@inproceedings{expectationmaxi-/,
  title={Expectation-maximization contrastive learning for compact video-and-language representations},
  author={Jin P, Huang J, Liu F, Wu X, Ge S et al.},
  booktitle={ 36th Conference on Neural Information Processing Systems (NeurIPS 2022)}
}

@inproceedings{copercontinuous-/,
  title={COPER: continuous patient state perceiver},
  author={Chauhan VK, O'Donoghue O, Clifton D & Thakur A},
  booktitle={IEEE-EMBS International Conference on Biomedical and Health Informatics (BHI 2022)}
}

BibTeX

@article{digitalhealthan-/,
  title={Digital health and machine learning technologies for blood glucose monitoring and management of gestational diabetes},
  author={Lu H, Ding X, Hirst J, Yang Y, Yang J et al.},
  journal={IEEE Reviews in Biomedical Engineering},
  publisher={IEEE}
}