Identification of Patient Deterioration in Vital-Sign Data using One-Class Support Vector Machines. - Lei A. Clifton; David A. Clifton; Peter J. Watkinson; Lionel Tarassenko (FedCSIS, 2011)

Vital-sign Data Fusion Models for Post-operative Patients. - Marco A. F. Pimentel; David A. Clifton; Lei A. Clifton; Peter J. Watkinson; Lionel Tarassenko (BIOSIGNALS, 2012)

Gaussian process regression in vital-sign early warning systems. - Lei A. Clifton; David A. Clifton; Marco A. F. Pimentel; Peter J. Watkinson; Lionel Tarassenko (EMBC, 2012)

Modelling physiological deterioration in post-operative patient vital-sign data. - Marco A. F. Pimentel; David A. Clifton; Lei A. Clifton; Peter J. Watkinson; Lionel Tarassenko (Medical Biol. Eng. Comput., 2013)

Gaussian Processes for Personalized e-Health Monitoring With Wearable Sensors. - Lei A. Clifton; David A. Clifton; Marco A. F. Pimentel; Peter J. Watkinson; Lionel Tarassenko (IEEE Trans. Biomed. Eng., 2013)

Physiological trajectory of patients pre and post ICU discharge1. - Alistair E. W. Johnson; Jonathan Burgess; Marco A. F. Pimentel; David A. Clifton; J. Duncan Young; Peter J. Watkinson; Lionel Tarassenko (EMBC, 2014)

Predictive Monitoring of Mobile Patients by Combining Clinical Observations With Data From Wearable Sensors. - Lei A. Clifton; David A. Clifton; Marco A. F. Pimentel; Peter J. Watkinson; Lionel Tarassenko (IEEE J. Biomed. Health Informatics, 2014)

Probabilistic Novelty Detection With Support Vector Machines. - Lei A. Clifton; David A. Clifton; Yang Zhang; Peter J. Watkinson; Lionel Tarassenko; Hujun Yin (IEEE Trans. Reliab., 2014)

SEND: a system for electronic notification and documentation of vital sign observations. - David Wong 001; Timothy Bonnici; Julia Knight; Lauren Morgan; Paul Coombes; Peter J. Watkinson (BMC Medical Informatics Decis. Mak., 2015)

Robust estimation of respiratory rate via ECG- and PPG-derived respiratory quality indices. - Drew A. Birrenkott; Marco A. F. Pimentel; Peter J. Watkinson; David A. Clifton (EMBC, 2016)

Evaluation of the effects of implementing an electronic early warning score system: protocol for a stepped wedge study. - Timothy Bonnici; Stephen Gerry; David Wong 001; Julia Knight; Peter J. Watkinson (BMC Medical Informatics Decis. Mak., 2016)

Quantitative metrics for evaluating the phased roll-out of clinical information systems. - David Wong 001; Nicolas Wu; Peter J. Watkinson (Int. J. Medical Informatics, 2017)

A ward-based time study of paper and electronic documentation for recording vital sign observations. - David Wong 001; Timothy Bonnici; Julia Knight; Stephen Gerry; James Turton; Peter J. Watkinson (J. Am. Medical Informatics Assoc., 2017)

Toward a Robust Estimation of Respiratory Rate From Pulse Oximeters. - Marco A. F. Pimentel; Alistair E. W. Johnson; Peter Charlton; Drew A. Birrenkott; Peter J. Watkinson; Lionel Tarassenko; David A. Clifton (IEEE Trans. Biomed. Eng., 2017)

Point process models for novelty detection on spatial point patterns and their extremes. - Stijn Luca; Marco A. F. Pimentel; Peter J. Watkinson; David A. Clifton (Comput. Stat. Data Anal., 2018)

Critical Care Health Informatics Collaborative (CCHIC): Data, tools and methods for reproducible research: A multi-centre UK intensive care database. - Steve K. Harris; Sinan Shi; David Brealey; Niall S. MacCallum; Spiros C. Denaxas; David Pérez-Suárez; Ari Ercole; Peter J. Watkinson; Andrew Jones; Simon Ashworth; Richard Beale; J. Duncan Young; et al. (Int. J. Medical Informatics, 2018)

A Robust Fusion Model for Estimating Respiratory Rate From Photoplethysmography and Electrocardiography. - Drew A. Birrenkott; Marco A. F. Pimentel; Peter J. Watkinson; David A. Clifton (IEEE Trans. Biomed. Eng., 2018)

Patient centred variables with univariate associations with unplanned ICU admission: a systematic review. - James Malycha; Timothy Bonnici; David A. Clifton; Guy Ludbrook; J. Duncan Young; Peter J. Watkinson (BMC Medical Informatics Decis. Mak., 2019)

Non-contact physiological monitoring of preterm infants in the Neonatal Intensive Care Unit. - Mauricio Villarroel; Sitthichok Chaichulee; João Jorge; Sara Davis; Gabrielle Green; Carlos Arteta; Andrew Zisserman; Kenny McCormick; Peter J. Watkinson; Lionel Tarassenko (npj Digit. Medicine, 2019)

Student-Teacher Curriculum Learning via Reinforcement Learning: Predicting Hospital Inpatient Admission Location. - Rasheed el-Bouri; David W. Eyre; Peter J. Watkinson; Tingting Zhu 001; David A. Clifton (ICML, 2020)

Phenotyping Clusters of Patient Trajectories suffering from Chronic Complex Disease. - Henrique Aguiar; Mauro D. Santos; Peter J. Watkinson; Tingting Zhu 001 (CoRR, 2020)

Implementing a system for the real-time risk assessment of patients considered for intensive care. - Simarjot S. Dahella; James S. Briggs; Paul Coombes; Nazli FarajiDavar; Paul Meredith; Timothy Bonnici; Julie L. Darbyshire; Peter J. Watkinson (BMC Medical Informatics Decis. Mak., 2020)

Deep Interpretable Early Warning System for the Detection of Clinical Deterioration. - Farah E. Shamout; Tingting Zhu 001; Pulkit Sharma; Peter J. Watkinson; David A. Clifton (IEEE J. Biomed. Health Informatics, 2020)

An impedance pneumography signal quality index: Design, assessment and application to respiratory rate monitoring. - Peter H. Charlton; Timothy Bonnici; Lionel Tarassenko; David A. Clifton; Richard Beale; Peter J. Watkinson; Jordi Alastruey (Biomed. Signal Process. Control., 2021)

A Real-Time Wearable System for Monitoring Vital Signs of COVID-19 Patients in a Hospital Setting. - Mauro D. Santos; Cristian Roman; Marco A. F. Pimentel; Sarah Vollam; Carlos Areia; Louise Young; Peter J. Watkinson; Lionel Tarassenko (Frontiers Digit. Health, 2021)

Non-Contact Assessment of Peripheral Artery Haemodynamics Using Infrared Video Thermography. - João Jorge; Mirae Harford; Mauricio Villarroel; Sitthichok Chaichulee; Shaun M. Davidson; Eoin Finnegan; Samuel H. Clark; J. Duncan Young; Peter J. Watkinson; Lionel Tarassenko (IEEE Trans. Biomed. Eng., 2021)

Hospital Admission Location Prediction via Deep Interpretable Networks for the Year-Round Improvement of Emergency Patient Care. - Rasheed el-Bouri; David W. Eyre; Peter J. Watkinson; Tingting Zhu 001; David A. Clifton (IEEE J. Biomed. Health Informatics, 2021)

Learning of Cluster-based Feature Importance for Electronic Health Record Time-series. - Henrique Aguiar; Mauro D. Santos; Peter J. Watkinson; Tingting Zhu 001 (ICML, 2022)

Non-contact physiological monitoring of post-operative patients in the intensive care unit. - João Jorge; Mauricio Villarroel; Hamish Tomlinson; Oliver Gibson; Julie L. Darbyshire; Jody Ede; Mirae Harford; J. Duncan Young; Lionel Tarassenko; Peter J. Watkinson (npj Digit. Medicine, 2022)

Wearables for continuous patient monitoring on COVID-19 isolation wards. - Cristian Roman; Sarah Vollam; Peter J. Watkinson; Lionel Tarassenko (BHI, 2023)

XMI-ICU: Explainable Machine Learning Model for Pseudo-Dynamic Prediction of Mortality in the ICU for Heart Attack Patients. - Munib Mesinovic; Peter J. Watkinson; Tingting Zhu 001 (CoRR, 2023)

Explainable AI for clinical risk prediction: a survey of concepts, methods, and modalities. - Munib Mesinovic; Peter J. Watkinson; Tingting Zhu 001 (CoRR, 2023)

DySurv: Dynamic Deep Learning Model for Survival Prediction in the ICU. - Munib Mesinovic; Peter J. Watkinson; Tingting Zhu 001 (CoRR, 2023)

Position: Reinforcement Learning in Dynamic Treatment Regimes Needs Critical Reexamination. - Zhiyao Luo; Yangchen Pan; Peter J. Watkinson; Tingting Zhu 001 (ICML, 2024)

Are Time Series Foundation Models Ready for Vital Sign Forecasting in Healthcare? - Xiao Gu 003; Yu Liu; Zaineb Mohsin; Jonathan Bedford; Anshul Thakur; Peter J. Watkinson; Lei A. Clifton; Tingting Zhu 001; David A. Clifton (ML4H@NeurIPS, 2024)

Reinforcement Learning in Dynamic Treatment Regimes Needs Critical Reexamination. - Zhiyao Luo; Yangchen Pan; Peter J. Watkinson; Tingting Zhu 001 (CoRR, 2024)

DynaGraph: Interpretable Multi-Label Prediction from EHRs via Dynamic Graph Learning and Contrastive Augmentation. - Munib Mesinovic; Soheila Molaei; Peter J. Watkinson; Tingting Zhu 001 (CoRR, 2025)