Peter J. Watkinson

39 papers A* 3C 1Journal 29Unranked 6

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	DySurv: dynamic deep learning model for survival analysis with conditional variational inference. J. Am. Medical Informatics Assoc. Munib Mesinovic, Peter J. Watkinson, Tingting Zhu
2025	J	`jnl`	DynaGraph: Interpretable Multi-Label Prediction from EHRs via Dynamic Graph Learning and Contrastive Augmentation. CoRR Munib Mesinovic, Soheila Molaei, Peter J. Watkinson, Tingting Zhu
2024	—	`conf`	Are Time Series Foundation Models Ready for Vital Sign Forecasting in Healthcare? ML4H@NeurIPS Xiao Gu, Yu Liu, Zaineb Mohsin, Jonathan Bedford, Anshul Thakur, Peter J. Watkinson, Lei A. Clifton, Tingting Zhu, David A. Clifton
2024	A*	`conf`	Position: Reinforcement Learning in Dynamic Treatment Regimes Needs Critical Reexamination. ICML Zhiyao Luo, Yangchen Pan, Peter J. Watkinson, Tingting Zhu
2024	J	`jnl`	Reinforcement Learning in Dynamic Treatment Regimes Needs Critical Reexamination. CoRR Zhiyao Luo, Yangchen Pan, Peter J. Watkinson, Tingting Zhu
2023	J	`jnl`	DySurv: Dynamic Deep Learning Model for Survival Prediction in the ICU. CoRR Munib Mesinovic, Peter J. Watkinson, Tingting Zhu
2023	J	`jnl`	Explainable AI for clinical risk prediction: a survey of concepts, methods, and modalities. CoRR Munib Mesinovic, Peter J. Watkinson, Tingting Zhu
2023	—	`conf`	Wearables for continuous patient monitoring on COVID-19 isolation wards. BHI Cristian Roman, Sarah Vollam, Peter J. Watkinson, Lionel Tarassenko
2023	J	`jnl`	XMI-ICU: Explainable Machine Learning Model for Pseudo-Dynamic Prediction of Mortality in the ICU for Heart Attack Patients. CoRR Munib Mesinovic, Peter J. Watkinson, Tingting Zhu
2022	A*	`conf`	Learning of Cluster-based Feature Importance for Electronic Health Record Time-series. ICML Henrique Aguiar, Mauro D. Santos, Peter J. Watkinson, Tingting Zhu
2022	J	`jnl`	Non-contact physiological monitoring of post-operative patients in the intensive care unit. npj Digit. Medicine João Jorge, Mauricio Villarroel, Hamish Tomlinson, Oliver Gibson, Julie L. Darbyshire, Jody Ede, Mirae Harford, J. Duncan Young, Lionel Tarassenko, Peter J. Watkinson
2021	J	`jnl`	A Real-Time Wearable System for Monitoring Vital Signs of COVID-19 Patients in a Hospital Setting. Frontiers Digit. Health Mauro D. Santos, Cristian Roman, Marco A. F. Pimentel, Sarah Vollam, Carlos Areia, Louise Young, Peter J. Watkinson, Lionel Tarassenko
2021	J	`jnl`	An impedance pneumography signal quality index: Design, assessment and application to respiratory rate monitoring. Biomed. Signal Process. Control. Peter H. Charlton, Timothy Bonnici, Lionel Tarassenko, David A. Clifton, Richard Beale, Peter J. Watkinson, Jordi Alastruey
2021	J	`jnl`	Hospital Admission Location Prediction via Deep Interpretable Networks for the Year-Round Improvement of Emergency Patient Care. IEEE J. Biomed. Health Informatics Rasheed El-Bouri, David W. Eyre, Peter J. Watkinson, Tingting Zhu, David A. Clifton
2021	J	`jnl`	Non-Contact Assessment of Peripheral Artery Haemodynamics Using Infrared Video Thermography. IEEE Trans. Biomed. Eng. João Jorge, Mirae Harford, Mauricio Villarroel, Sitthichok Chaichulee, Shaun M. Davidson, Eoin Finnegan, Samuel H. Clark, J. Duncan Young, Peter J. Watkinson, Lionel Tarassenko
2020	J	`jnl`	Deep Interpretable Early Warning System for the Detection of Clinical Deterioration. IEEE J. Biomed. Health Informatics Farah E. Shamout, Tingting Zhu, Pulkit Sharma, Peter J. Watkinson, David A. Clifton
2020	J	`jnl`	Implementing a system for the real-time risk assessment of patients considered for intensive care. BMC Medical Informatics Decis. Mak. Simarjot S. Dahella, James S. Briggs, Paul Coombes, Nazli FarajiDavar, Paul Meredith, Timothy Bonnici, Julie L. Darbyshire, Peter J. Watkinson
2020	J	`jnl`	Phenotyping Clusters of Patient Trajectories suffering from Chronic Complex Disease. CoRR Henrique Aguiar, Mauro D. Santos, Peter J. Watkinson, Tingting Zhu
2020	A*	`conf`	Student-Teacher Curriculum Learning via Reinforcement Learning: Predicting Hospital Inpatient Admission Location. ICML Rasheed El-Bouri, David W. Eyre, Peter J. Watkinson, Tingting Zhu, David A. Clifton
2020	J	`jnl`	Student-Teacher Curriculum Learning via Reinforcement Learning: Predicting Hospital Inpatient Admission Location. CoRR Rasheed El-Bouri, David W. Eyre, Peter J. Watkinson, Tingting Zhu, David A. Clifton
2019	J	`jnl`	Non-contact physiological monitoring of preterm infants in the Neonatal Intensive Care Unit. npj Digit. Medicine Mauricio Villarroel, Sitthichok Chaichulee, João Jorge, Sara Davis, Gabrielle Green, Carlos Arteta, Andrew Zisserman, Kenny McCormick, Peter J. Watkinson, Lionel Tarassenko
2019	J	`jnl`	Patient centred variables with univariate associations with unplanned ICU admission: a systematic review. BMC Medical Informatics Decis. Mak. James Malycha, Timothy Bonnici, David A. Clifton, Guy Ludbrook, J. Duncan Young, Peter J. Watkinson
2018	J	`jnl`	A Robust Fusion Model for Estimating Respiratory Rate From Photoplethysmography and Electrocardiography. IEEE Trans. Biomed. Eng. Drew A. Birrenkott, Marco A. F. Pimentel, Peter J. Watkinson, David A. Clifton
2018	J	`jnl`	Critical Care Health Informatics Collaborative (CCHIC): Data, tools and methods for reproducible research: A multi-centre UK intensive care database. Int. J. Medical Informatics 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, Stephen Brett, Mervyn Singer
2018	J	`jnl`	Point process models for novelty detection on spatial point patterns and their extremes. Comput. Stat. Data Anal. Stijn Luca, Marco A. F. Pimentel, Peter J. Watkinson, David A. Clifton
2017	J	`jnl`	A ward-based time study of paper and electronic documentation for recording vital sign observations. J. Am. Medical Informatics Assoc. David Wong, Timothy Bonnici, Julia Knight, Stephen Gerry, James Turton, Peter J. Watkinson
2017	J	`jnl`	Quantitative metrics for evaluating the phased roll-out of clinical information systems. Int. J. Medical Informatics David Wong, Nicolas Wu, Peter J. Watkinson
2017	J	`jnl`	Toward a Robust Estimation of Respiratory Rate From Pulse Oximeters. IEEE Trans. Biomed. Eng. Marco A. F. Pimentel, Alistair E. W. Johnson, Peter Charlton, Drew A. Birrenkott, Peter J. Watkinson, Lionel Tarassenko, David A. Clifton
2016	J	`jnl`	Evaluation of the effects of implementing an electronic early warning score system: protocol for a stepped wedge study. BMC Medical Informatics Decis. Mak. Timothy Bonnici, Stephen Gerry, David Wong, Julia Knight, Peter J. Watkinson
2016	—	`conf`	Robust estimation of respiratory rate via ECG- and PPG-derived respiratory quality indices. EMBC Drew A. Birrenkott, Marco A. F. Pimentel, Peter J. Watkinson, David A. Clifton
2015	J	`jnl`	SEND: a system for electronic notification and documentation of vital sign observations. BMC Medical Informatics Decis. Mak. David Wong, Timothy Bonnici, Julia Knight, Lauren Morgan, Paul Coombes, Peter J. Watkinson
2014	—	`conf`	Physiological trajectory of patients pre and post ICU discharge EMBC Alistair E. W. Johnson, Jonathan Burgess, Marco A. F. Pimentel, David A. Clifton, J. Duncan Young, Peter J. Watkinson, Lionel Tarassenko
2014	J	`jnl`	Predictive Monitoring of Mobile Patients by Combining Clinical Observations With Data From Wearable Sensors. IEEE J. Biomed. Health Informatics Lei A. Clifton, David A. Clifton, Marco A. F. Pimentel, Peter J. Watkinson, Lionel Tarassenko
2014	J	`jnl`	Probabilistic Novelty Detection With Support Vector Machines. IEEE Trans. Reliab. Lei A. Clifton, David A. Clifton, Yang Zhang, Peter J. Watkinson, Lionel Tarassenko, Hujun Yin
2013	J	`jnl`	Gaussian Processes for Personalized e-Health Monitoring With Wearable Sensors. IEEE Trans. Biomed. Eng. Lei A. Clifton, David A. Clifton, Marco A. F. Pimentel, Peter J. Watkinson, Lionel Tarassenko
2013	J	`jnl`	Modelling physiological deterioration in post-operative patient vital-sign data. Medical Biol. Eng. Comput. Marco A. F. Pimentel, David A. Clifton, Lei A. Clifton, Peter J. Watkinson, Lionel Tarassenko
2012	—	`conf`	Gaussian process regression in vital-sign early warning systems. EMBC Lei A. Clifton, David A. Clifton, Marco A. F. Pimentel, Peter J. Watkinson, Lionel Tarassenko
2012	—	`conf`	Vital-sign Data Fusion Models for Post-operative Patients. BIOSIGNALS Marco A. F. Pimentel, David A. Clifton, Lei A. Clifton, Peter J. Watkinson, Lionel Tarassenko
2011	C	`conf`	Identification of Patient Deterioration in Vital-Sign Data using One-Class Support Vector Machines. FedCSIS Lei A. Clifton, David A. Clifton, Peter J. Watkinson, Lionel Tarassenko