Peter J. Watkinson

Publication Activity (10 Years)

Years Active: 2011-2024
Publications (10 Years): 26

Top Topics

Reinforcement Learning

Robust Estimation

Top Venues

BMC Medical Informatics Decis. Mak.

IEEE J. Biomed. Health Informatics

IEEE Trans. Biomed. Eng.

Publications

Zhiyao Luo, Yangchen Pan, Peter J. Watkinson, Tingting Zhu
Reinforcement Learning in Dynamic Treatment Regimes Needs Critical Reexamination. CoRR (2024)
Munib Mesinovic, Peter J. Watkinson, Tingting Zhu
DySurv: Dynamic Deep Learning Model for Survival Prediction in the ICU. CoRR (2023)
Munib Mesinovic, Peter J. Watkinson, Tingting Zhu
Explainable AI for clinical risk prediction: a survey of concepts, methods, and modalities. CoRR (2023)
Munib Mesinovic, Peter J. Watkinson, Tingting Zhu
XMI-ICU: Explainable Machine Learning Model for Pseudo-Dynamic Prediction of Mortality in the ICU for Heart Attack Patients. CoRR (2023)
Cristian Roman, Sarah Vollam, Peter J. Watkinson, Lionel Tarassenko
Wearables for continuous patient monitoring on COVID-19 isolation wards. BHI (2023)
Henrique Aguiar, Mauro D. Santos, Peter J. Watkinson, Tingting Zhu
Learning of Cluster-based Feature Importance for Electronic Health Record Time-series. ICML (2022)
Mauro D. Santos, Cristian Roman, Marco A. F. Pimentel, Sarah Vollam, Carlos Areia, Louise Young, Peter J. Watkinson, Lionel Tarassenko
A Real-Time Wearable System for Monitoring Vital Signs of COVID-19 Patients in a Hospital Setting. Frontiers Digit. Health 3 (2021)
João Jorge, Mirae Harford, Mauricio Villarroel, Sitthichok Chaichulee, Shaun Davidson, Eoin Finnegan, Samuel H. Clark, J. Duncan Young, Peter J. Watkinson, Lionel Tarassenko
Non-Contact Assessment of Peripheral Artery Haemodynamics Using Infrared Video Thermography. IEEE Trans. Biomed. Eng. 68 (1) (2021)
Rasheed el-Bouri, David W. Eyre, Peter J. Watkinson, Tingting Zhu, David A. Clifton
Hospital Admission Location Prediction via Deep Interpretable Networks for the Year-Round Improvement of Emergency Patient Care. IEEE J. Biomed. Health Informatics 25 (1) (2021)
Peter H. Charlton, Timothy Bonnici, Lionel Tarassenko, David A. Clifton, Richard Beale, Peter J. Watkinson, Jordi Alastruey
An impedance pneumography signal quality index: Design, assessment and application to respiratory rate monitoring. Biomed. Signal Process. Control. 65 (2021)
Rasheed el-Bouri, David W. Eyre, Peter J. Watkinson, Tingting Zhu, David A. Clifton
Student-Teacher Curriculum Learning via Reinforcement Learning: Predicting Hospital Inpatient Admission Location. ICML (2020)
Simarjot S. Dahella, James S. Briggs, Paul Coombes, Nazli Farajidavar, Paul Meredith, Timothy Bonnici, Julie L. Darbyshire, Peter J. Watkinson
Implementing a system for the real-time risk assessment of patients considered for intensive care. BMC Medical Informatics Decis. Mak. 20 (1) (2020)
Rasheed el-Bouri, David W. Eyre, Peter J. Watkinson, Tingting Zhu, David A. Clifton
Student-Teacher Curriculum Learning via Reinforcement Learning: Predicting Hospital Inpatient Admission Location. CoRR (2020)
Henrique Aguiar, Mauro D. Santos, Peter J. Watkinson, Tingting Zhu
Phenotyping Clusters of Patient Trajectories suffering from Chronic Complex Disease. CoRR (2020)
Farah E. Shamout, Tingting Zhu, Pulkit Sharma, Peter J. Watkinson, David A. Clifton
Deep Interpretable Early Warning System for the Detection of Clinical Deterioration. IEEE J. Biomed. Health Informatics 24 (2) (2020)
Mauricio Villarroel, Sitthichok Chaichulee, João Jorge, Sara Davis, Gabrielle Green, Carlos Arteta, Andrew Zisserman, Kenny McCormick, Peter J. Watkinson, Lionel Tarassenko
Non-contact physiological monitoring of preterm infants in the Neonatal Intensive Care Unit. npj Digit. Medicine 2 (2019)
James Malycha, Timothy Bonnici, David A. Clifton, Guy Ludbrook, J. Duncan Young, Peter J. Watkinson
Patient centred variables with univariate associations with unplanned ICU admission: a systematic review. BMC Medical Informatics Decis. Mak. 19 (1) (2019)
Stijn Luca, Marco A. F. Pimentel, Peter J. Watkinson, David A. Clifton
Point process models for novelty detection on spatial point patterns and their extremes. Comput. Stat. Data Anal. 125 (2018)
Steve 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
Critical Care Health Informatics Collaborative (CCHIC): Data, tools and methods for reproducible research: A multi-centre UK intensive care database. Int. J. Medical Informatics 112 (2018)
Drew A. Birrenkott, Marco A. F. Pimentel, Peter J. Watkinson, David A. Clifton
A Robust Fusion Model for Estimating Respiratory Rate From Photoplethysmography and Electrocardiography. IEEE Trans. Biomed. Eng. 65 (9) (2018)
Marco A. F. Pimentel, Alistair E. W. Johnson, Peter Charlton, Drew A. Birrenkott, Peter J. Watkinson, Lionel Tarassenko, David A. Clifton
Toward a Robust Estimation of Respiratory Rate From Pulse Oximeters. IEEE Trans. Biomed. Eng. 64 (8) (2017)
David Wong, Nicolas Wu, Peter J. Watkinson
Quantitative metrics for evaluating the phased roll-out of clinical information systems. Int. J. Medical Informatics 105 (2017)
David Wong, Timothy Bonnici, Julia Knight, Stephen Gerry, James Turton, Peter J. Watkinson
A ward-based time study of paper and electronic documentation for recording vital sign observations. J. Am. Medical Informatics Assoc. 24 (4) (2017)
Drew A. Birrenkott, Marco A. F. Pimentel, Peter J. Watkinson, David A. Clifton
Robust estimation of respiratory rate via ECG- and PPG-derived respiratory quality indices. EMBC (2016)
Timothy Bonnici, Stephen Gerry, David Wong, Julia Knight, Peter J. Watkinson
Evaluation of the effects of implementing an electronic early warning score system: protocol for a stepped wedge study. BMC Medical Informatics Decis. Mak. 16 (2016)
David Wong, Timothy Bonnici, Julia Knight, Lauren Morgan, Paul Coombes, Peter J. Watkinson
SEND: a system for electronic notification and documentation of vital sign observations. BMC Medical Informatics Decis. Mak. 15 (2015)
Alistair E. W. Johnson, Jonathan Burgess, Marco A. F. Pimentel, David A. Clifton, J. Duncan Young, Peter J. Watkinson, Lionel Tarassenko
. EMBC (2014)
Lei A. Clifton, David A. Clifton, Marco A. F. Pimentel, Peter J. Watkinson, Lionel Tarassenko
Predictive Monitoring of Mobile Patients by Combining Clinical Observations With Data From Wearable Sensors. IEEE J. Biomed. Health Informatics 18 (3) (2014)
Lei A. Clifton, David A. Clifton, Yang Zhang, Peter J. Watkinson, Lionel Tarassenko, Hujun Yin
Probabilistic Novelty Detection With Support Vector Machines. IEEE Trans. Reliab. 63 (2) (2014)
Marco A. F. Pimentel, David A. Clifton, Lei A. Clifton, Peter J. Watkinson, Lionel Tarassenko
Modelling physiological deterioration in post-operative patient vital-sign data. Medical Biol. Eng. Comput. 51 (8) (2013)
Lei A. Clifton, David A. Clifton, Marco A. F. Pimentel, Peter J. Watkinson, Lionel Tarassenko
Gaussian Processes for Personalized e-Health Monitoring With Wearable Sensors. IEEE Trans. Biomed. Eng. 60 (1) (2013)
Lei A. Clifton, David A. Clifton, Marco A. F. Pimentel, Peter J. Watkinson, Lionel Tarassenko
Gaussian process regression in vital-sign early warning systems. EMBC (2012)
Marco A. F. Pimentel, David A. Clifton, Lei A. Clifton, Peter J. Watkinson, Lionel Tarassenko
Vital-sign Data Fusion Models for Post-operative Patients. BIOSIGNALS (2012)
Lei A. Clifton, David A. Clifton, Peter J. Watkinson, Lionel Tarassenko
Identification of Patient Deterioration in Vital-Sign Data using One-Class Support Vector Machines. FedCSIS (2011)