Matthew Sperrin

Publication Activity (10 Years)

Years Active: 2010-2023
Publications (10 Years): 21

Top Topics

Prediction Model

Cardiac Surgery

Activity Recognition

Top Venues

J. Am. Medical Informatics Assoc.

Publications

Antonia Tsvetanova, Matthew Sperrin, David A. Jenkins, Niels Peek, Iain E. Buchan, Stephanie L. Hyland, Glen P. Martin
Compatibility in Missing Data Handling Across the Prediction Model Pipeline: A Simulation Study. MedInfo (2023)
Niels Peek, Charlotte Stockton-Powdrell, Alexander J. Casson, Matthew Sperrin, Bijan Parsia, Andrea Manca, Cynthia Iglesias, Ibrahim Habli, Lamiece Hassan, Steven Antrobus, Matthew Machin
Applying Team Science to Collaborative Digital Health Research: Learnings from the Wearable Clinic. MedInfo (2023)
David A. Jenkins, Glen P. Martin, Matthew Sperrin, Benjamin Brown, Linda Kimani, Stuart Grant, Niels Peek
Comparing Predictive Performance of Time Invariant and Time Variant Clinical Prediction Models in Cardiac Surgery. MedInfo (2023)
Vincent Jeanselme, Glen P. Martin, Niels Peek, Matthew Sperrin, Brian D. M. Tom, Jessica K. Barrett
DeepJoint: Robust Survival Modelling Under Clinical Presence Shift. CoRR (2022)
Antonia Tsvetanova, Matthew Sperrin, Niels Peek, Iain E. Buchan, Stephanie L. Yland, Glen P. Martin
Quantifying the problem of inconsistent missing data handling across the pipeline of Clinical Prediction Models: A simulation study. AMIA (2022)
William Hulme, Glen P. Martin, Matthew Sperrin, Alexander J. Casson, Sandra Bucci, Shôn Lewis, Niels Peek
Adaptive Symptom Monitoring Using Hidden Markov Models - An Application in Ecological Momentary Assessment. IEEE J. Biomed. Health Informatics 25 (5) (2021)
Antonia Tsvetanova, Glen P. Martin, Matthew Sperrin, Niels Peek, Iain E. Buchan, Stephanie L. Hyland
Inconsistencies in handling missing data across stages of prediction modelling: a review of methods used. AMIA (2021)
Antonia Tsvetanova, Matthew Sperrin, Niels Peek, Iain E. Buchan, Stephanie L. Hyland, Glen P. Martin
Inconsistencies in handling missing data across stages of prediction modelling: a review of methods used. ICHI (2021)
Rose Sisk, Lijing Lin, Matthew Sperrin, Jessica K. Barrett, Brian D. M. Tom, Karla DiazOrdaz, Niels Peek, Glen P. Martin
Informative presence and observation in routine health data: A review of methodology for clinical risk prediction. J. Am. Medical Informatics Assoc. 28 (1) (2021)
Glen P. Martin, David Jenkins, Lucy Bull, Rose Sisk, Lijing Lin, William Hulme, Anthony Wilson, Wenjuan Wang, Michael Barrowman, Camilla Sammut-Powell, Alexander Pate, Matthew Sperrin, Niels Peek
Towards a Framework for the Design, Implementation and Reporting of Methodology Scoping Reviews. CoRR (2020)
Mattia C. F. Prosperi, Yi Guo, Matthew Sperrin, James S. Koopman, Jae S. Min, Xing He, Shannan N. Rich, Mo Wang, Iain E. Buchan, Jiang Bian
Causal inference and counterfactual prediction in machine learning for actionable healthcare. Nat. Mach. Intell. 2 (7) (2020)
Yan Li, Matthew Sperrin, Glen P. Martin, Darren M. Ashcroft, Tjeerd Pieter van Staa
Examining the impact of data quality and completeness of electronic health records on predictions of patients' risks of cardiovascular disease. Int. J. Medical Informatics 133 (2020)
Paolo Fraccaro, Anna L. Beukenhorst, Matthew Sperrin, Simon Harper, Jasper Palmier-Claus, Shôn Lewis, Sabine N. van der Veer, Niels Peek
Digital biomarkers from geolocation data in bipolar disorder and schizophrenia: a systematic review. J. Am. Medical Informatics Assoc. 26 (11) (2019)
Matthew Sperrin, David Jenkins, Glen P. Martin, Niels Peek
Explicit causal reasoning is needed to prevent prognostic models being victims of their own success. J. Am. Medical Informatics Assoc. 26 (12) (2019)
Benjamin Brown, Panos Balatsoukas, Richard Williams, Matthew Sperrin, Iain E. Buchan
Multi-method laboratory user evaluation of an actionable clinical performance information system: Implications for usability and patient safety. J. Biomed. Informatics 77 (2018)
Tahmina Zebin, Matthew Sperrin, Niels Peek, Alexander J. Casson
Human activity recognition from inertial sensor time-series using batch normalized deep LSTM recurrent networks. EMBC (2018)
Konstantinos Sechidis, Matthew Sperrin, Emily Petherick, Mikel Luján, Gavin Brown
Dealing with under-reported variables: An information theoretic solution. Int. J. Approx. Reason. 85 (2017)
Benjamin Brown, Sudeh Cheraghi-Sohi, Thomas Jaki, Ting-Li Su, Iain E. Buchan, Matthew Sperrin
Understanding clinical prediction models as 'innovations': a mixed methods study in UK family practice. BMC Medical Informatics Decis. Mak. 16 (2016)
Kukatharmini Tharmaratnam, Matthew Sperrin, Thomas Jaki, Sjur Reppe, Arnoldo Frigessi
Tilting the lasso by knowledge-based post-processing. BMC Bioinform. 17 (2016)
Benjamin Brown, Panos Balatsoukas, Richard Williams, Matthew Sperrin, Iain E. Buchan
Interface design recommendations for computerised clinical audit and feedback: Hybrid usability evidence from a research-led system. Int. J. Medical Informatics 94 (2016)
Konstantinos Sechidis, Matthew Sperrin, Emily Petherick, Gavin Brown
Estimating Mutual Information in Under-Reported Variables. Probabilistic Graphical Models (2016)
Artur Akbarov, Richard Williams, Benjamin Brown, Mamas Mamas, Niels Peek, Iain E. Buchan, Matthew Sperrin
A Two-stage Dynamic Model to Enable Updating of Clinical Risk Prediction from Longitudinal Health Record Data: Illustrated with Kidney Function. MedInfo (2015)
Paolo Fraccaro, Benjamin Brown, Mattia C. F. Prosperi, Matthew Sperrin, Iain E. Buchan, Niels Peek
Development and preliminary validation of a dynamic, patient-tailored method to detect abnormal laboratory test results. MedInfo (2015)
Benjamin Brown, Richard Williams, Matthew Sperrin, Timothy Frank, John D. Ainsworth, Iain E. Buchan
Making Audit Actionable: An Example Algorithm for Blood Pressure Management in Chronic Kidney Disease. AMIA (2014)
Philip A. Couch, Martin O'Flaherty, Matthew Sperrin, Benjamin Green, Panagiotis Balatsoukas, Stephen Lloyd, James McGrath, Claudia Soiland-Reyes, John D. Ainsworth, Simon Capewell, Iain E. Buchan
e-Labs and the Stock of Health Method for Simulating Health Policies. MedInfo (2013)
Matthew Sperrin, Thomas Jaki
Recovering Independent Associations in Genetics: A Comparison. J. Comput. Biol. 19 (8) (2012)
Matthew Sperrin, Thomas Jaki, Ernst Wit
Probabilistic relabelling strategies for the label switching problem in Bayesian mixture models. Stat. Comput. 20 (3) (2010)