Dr William Marsh

William Marsh
PhD

Senior Lecturer
UG Exam Board Chair

School of Electronic Engineering and Computer Science
Queen Mary University of London
ORCID Google Scholar LinkedIn X

Research

Decision support, Probabilistic reasoning, Risk assessment, Knowledge modelling, AI, ML

Interests

My research aims are to develop better ways to build useful risk and decision-making techniques, using a combination of data and knowledge (or expertise). I mainly work with Bayesian networks and I prefer to work with 'end users' who are making decisions.

Publications

solid heart iconPublications of specific relevance to the Centre for Multimodal AI

2025

Relevant PublicationKyrimi E, Mossadegh S, Wohlgemut JM, Stoner RS, Tai NRM and Marsh W (2025). Counterfactual reasoning using causal Bayesian networks as a healthcare governance tool. International Journal of Medical Informatics vol. 193, 105681-105681.  
01-01-2025

2024

Relevant PublicationAlptekin C, Wohlgemut JM, Perkins ZB, Marsh W, Tai NRM and Yet B (2024). Presenting predictions and performance of probabilistic models for clinical decision support in trauma care. International Journal of Medical Informatics, Elsevier vol. 194 
14-11-2024
Relevant PublicationWohlgemut JM, Pisirir E, Stoner RS, Perkins ZB, Marsh W, Tai NRM and Kyrimi E (2024). A scoping review, novel taxonomy and catalogue of implementation frameworks for clinical decision support systems. BMC Medical Informatics and Decision Making, Springer Nature vol. 24 (1) 
01-11-2024
Relevant PublicationŞakar CT, Keith‐Jopp C, Yet B, Joyner C, Hill A, Roberts J, Marsh W and Morrissey D (2024). A Multi‐Criteria Decision Support Tool for Shared Decision Making in Clinical Consultation. Journal of Multi-Criteria Decision Analysis, Wiley vol. 31 (5-6) 
01-09-2024
Relevant PublicationHill A, Morrissey D and Marsh W (2024). What characteristics of clinical decision support system implementations lead to adoption for regular use? A scoping review. BMJ Health & Care Informatics, BMJ vol. 31 (1) 
01-08-2024
Relevant PublicationLowe C, Sephton R, Marsh W and Morrissey D (2024). Evaluation of a Musculoskeletal Digital Assessment Routing Tool (DART): Crossover Noninferiority Randomized Pilot Trial. JMIR Formative Research, JMIR Publications vol. 8 
30-07-2024
Relevant PublicationWohlgemut JM, Pisirir E, Stoner RS, Kyrimi E, Yet B, Marsh W, Perkins ZB and Tai NRM (2024). Bayesian networks may allow better performance and usability than logistic regression. Critical Care, Springer Nature vol. 28 (1) 
11-07-2024
Relevant PublicationLowe C, Browne M, Marsh W and Morrissey D (2024). CSP2023: 28 Digital Health Technology - Narrowing or Widening the Digital Divide? Learning From Validation of a Musculoskeletal Digital Assessment Tool (DART). Physiotherapy, Elsevier vol. 123, e86-e87.  
01-06-2024
Relevant PublicationWohlgemut JM, Pisirir E, Stoner RS, Kyrimi E, Christian M, Hurst T, Marsh W, Perkins ZB and Tai NRM (2024). Identification of major hemorrhage in trauma patients in the prehospital setting: diagnostic accuracy and impact on outcome. Trauma Surgery & Acute Care Open, BMJ vol. 9 (1) 
01-01-2024

2023

Relevant PublicationKyrimi E, Stoner RS, Perkins ZB, Pisirir E, Wohlgemut JM, Marsh W and Tai NRM (2023). Updating and recalibrating causal probabilistic models on a new target population. Journal of Biomedical Informatics, Elsevier vol. 149 
09-12-2023
Relevant PublicationMacBrayne A, Curzon P, Soyel H, Marsh W, Fenton N, Pitzalis C and Humby F (2023). Attitudes to technology supported rheumatoid arthritis care: investigating patient and clinician perceived opportunities and barriers. Rheumatology Advances in Practice, Oxford University Press (OUP) 
26-10-2023
Relevant PublicationHill A, Joyner CH, Keith-Jopp C, Yet B, Sakar CT, Marsh W and Morrissey D (2023). Assessing Serious Spinal Pathology Using Bayesian Network Decision Support: Development and Validation Study. JMIR Formative Research, JMIR Publications vol. 7 
03-10-2023
Relevant PublicationTandle S, Wohlgemut JM, Marsden MER, Pisirir E, Kyrimi E, Stoner RS, Marsh W, Perkins ZB and Tai NRM (2023). Enhancing the clinical relevance of haemorrhage prediction models in trauma. Military Medical Research, Springer Nature vol. 10 (1) 
20-09-2023
Relevant PublicationWohlgemut J, McMullen H, Marsden M, Marsh W, Perkins Z and Tai N (2023). FTP1.7 Critical decision analysis of pre-hospital major haemorrhage protocol activation. British Journal of Surgery, Oxford University Press (OUP) vol. 110 (Supplement_6) 
21-08-2023
Relevant PublicationWohlgemut JM, Pisirir E, Kyrimi E, Stoner RS, Marsh W, Perkins ZB and Tai NRM (2023). Methods used to evaluate usability of mobile clinical decision support systems for healthcare emergencies: a systematic review and qualitative synthesis. JAMIA Open, Oxford University Press (OUP) vol. 6 (3) 
04-07-2023
Relevant PublicationPisirir E, Wohlgemut JM, Kyrimi E, Stoner RS, Perkins ZB, Tai NRM and Marsh DWR (2023). A Process for Evaluating Explanations for Transparent and Trustworthy AI Prediction Models. 2023 IEEE 11th International Conference on Healthcare Informatics (ICHI)
29-06-2023
Relevant PublicationCurzon P, Macbrayne A, Humby F, Marsh D, Soyel H, Fenton N and Pitzalis C (2023). Attitudes to Technology supported Rheumatoid Arthritis care Questionnaire study: Barriers to People with RA & their clinicians using Technology in the care pathway. British Society for Rheumatology Annual COnference 2023 Manchester Central 24 Mar 2023 - 26 Apr 2023
24-04-2023
Relevant PublicationCurzon P, Macbrayne A, Soyel H, Marsh D, Fenton N, Pitzalis C and Humby F (2023). Attitudes to Technology supported Rheumatoid Arthritis care, questionnaire study: Opportunities for technology to improve RA care. British Society for Rheumatology Annual Conference, 2023 Manchester Central 24 Apr 2023 - 26 Apr 2023
24-04-2023
Relevant PublicationCurzon P, Macbrayne A, Soyel H, Marsh D, Fenton N, Pitzalis C and Humby F (2023). Attitudes to Technology supported Rheumatoid Arthritis care: Opportunities & Barriers for technology in RA -Key themes from Qualitative arm of Mixed-Methods Study. British SOciety for Rheumatology Annual COnference, 2023 Manchester Central 24 Apr 2023 - 26 Apr 2023
24-04-2023
Relevant PublicationWohlgemut JM, Marsden MER, Stoner RS, Pisirir E, Kyrimi E, Grier G, Christian M, Hurst T, Marsh W, Tai NRM and Perkins ZB (2023). Diagnostic accuracy of clinical examination to identify life- and limb-threatening injuries in trauma patients. Scandinavian Journal of Trauma, Resuscitation and Emergency Medicine, Springer Nature vol. 31 (1) 
07-04-2023

2022

Relevant PublicationYücetürk H, Gülle H, Şakar CT, Joyner C, Marsh W, Ünal E, Morrissey D and Yet B (2022). Reducing the question burden of patient reported outcome measures using Bayesian networks. Journal of Biomedical Informatics, Elsevier vol. 135 
17-10-2022
Relevant PublicationMarsden M, Perkins Z, Marsh W, Christian M, Lyon R, Davenport R and Tai N (2022). 3* Evaluation of an Artificial Intelligence (AI) system to augment clinical risk prediction of Trauma Induced Coagulopathy in the pre-hospital setting: a prospective observational study. BMJ Military Health, BMJ vol. 168 (5), e1.3-e1e1.  
26-09-2022
Relevant PublicationLowe C, Browne M, Marsh W and Morrissey D (2022). Usability Testing of a Digital Assessment Routing Tool for Musculoskeletal Disorders: Iterative, Convergent Mixed Methods Study. Journal of Medical Internet Research, JMIR Publications vol. 24 (8) 
30-08-2022
Relevant PublicationRonaldson A, Freestone M, Zhang H, Marsh W and Bhui K (2022). Authors' Response to Peer Reviews of “Using Structural Equation Modelling in Routine Clinical Data on Diabetes and Depression: Observational Cohort Study”. JMIRx Med, JMIR Publications vol. 3 (2) 
27-04-2022
Relevant PublicationWohlgemut JM, Kyrimi E, Stoner RS, Pisirir E, Marsh W, Perkins ZB and Tai NRM (2022). The outcome of a prediction algorithm should be a true patient state rather than an available surrogate. Journal of Vascular Surgery, Elsevier vol. 75 (4), 1495-1496.  
01-04-2022
Relevant PublicationMarsden M, Perkins Z, Marsh W, Christian M, Lyon R, Davenport R and Tai N (2022). 92 Evaluation of an Artificial Intelligence (AI) System to Augment Clinical Risk Prediction of Trauma Induced Coagulopathy: A Prospective Observational Study. British Journal of Surgery, Oxford University Press (OUP) vol. 109 (Supplement_1) 
28-02-2022
Relevant PublicationGulle H, Yuceturk H, Sakar C, Joyner C, Marsh W, Unal E, Morrissey D and Yet B (2022). Can Bayesian statistical approaches reduce the questionnaire burden for respondents when PROMs and PREMs are administered electronically? Physiotherapy, Elsevier vol. 114, e80-e81.  
01-02-2022
Relevant PublicationLowe C, Browne M, Marsh W and Morrissey D (2022). 48 Usability testing of a musculoskeletal digital assessment routing tool: an iterative convergent mixed methods study. Abstracts
20-01-2022
Relevant PublicationHill A, Joyner C, Yet B, Keith-Jopp C, Sakar CT, Marsh W and Morrissey D (2022). 29 Managing serious pathology in low back pain: development and validation of a bayesian network decision support tool. Abstracts
20-01-2022
Relevant PublicationMacBrayne A, Marsh W and Humby F (2022). Review: Remote disease monitoring in rheumatoid arthritis. Indian Journal of Rheumatology, SAGE Publications vol. 17 (7) 
01-01-2022

2021

Relevant PublicationLowe C, Sing HH, Marsh W and Morrissey D (2021). Validation of a Musculoskeletal Digital Assessment Routing Tool: Protocol for a Pilot Randomized Crossover Noninferiority Trial. JMIR Research Protocols, JMIR Publications vol. 10 (12) 
13-12-2021
Relevant PublicationHill A, Keith-Jopp C, Joyner C, Marsh W and Morrissey D (2021). Developing BENDi: A BayEsian Network DecIsion support tool for managing low back pain. Physiotherapy vol. 113, e83-e83.  
01-12-2021
Relevant PublicationDaley BJ, Ni’Man M, Neves MR, Huda MSB, Marsh W, Fenton NE, Hitman GA and McLachlan S (2021). mHealth apps for gestational diabetes mellitus that provide clinical decision support or artificial intelligence: A scoping review. Diabetic Medicine, Wiley vol. 39 (1) 
16-11-2021
Relevant PublicationNeves MR, Daley BJ, Hitman GA, Huda MSB, McLachlan S, Finer S and Marsh W (2021). Causal Dynamic Bayesian Networks for the Management of Glucose Control in Gestational Diabetes. 2021 IEEE 9th International Conference on Healthcare Informatics (ICHI)
12-08-2021
Relevant PublicationLowe C, Sing HH, Browne M, Alwashmi MF, Marsh W and Morrissey D (2021). Usability Testing of a Digital Assessment Routing Tool: Protocol for an Iterative Convergent Mixed Methods Study. JMIR Research Protocols, JMIR Publications vol. 10 (5) 
18-05-2021
Relevant PublicationKyrimi E, Dube K, Fenton N, Fahmi A, Neves MR, Marsh W and McLachlan S (2021). Bayesian networks in healthcare: What is preventing their adoption? Artificial Intelligence in Medicine, Elsevier vol. 116 
22-04-2021
Relevant PublicationHill A, Joyner CH, Keith-Jopp C, Yet B, Sakar CT, Marsh W and Morrissey D (2021). A Bayesian Network Decision Support Tool for Low Back Pain Using a RAND Appropriateness Procedure: Proposal and Internal Pilot Study. JMIR Research Protocols, JMIR Publications vol. 10 (1) 
15-01-2021

2020

Relevant PublicationFahmi A, MacBrayne A, Kyrimi E, McLachlan S, Humby F, Marsh W and Pitzalis C (2020). Causal Bayesian Networks for Medical Diagnosis: A Case Study in Rheumatoid Arthritis. 2020 IEEE International Conference on Healthcare Informatics (ICHI)
03-12-2020
Relevant PublicationFahmi A, Soyel H, Marsh DWR, Curzon P, Macbrayne A and Humby F (2020). From Personalised Predictions to Targeted Advice: Improving Self-Management in Rheumatoid Arthritis. Integrated Citizen Centered Digital Health and Social Care 26 Nov 2020 - 27 Nov 2020
25-11-2020
Relevant PublicationFahmi A, Soyel H, Marsh W, Curzon P, MacBrayne A and Humby F (2020). From personalised predictions to targeted advice: Improving self-management in rheumatoid arthritis. Studies in Health Technology and Informatics vol. 275, 62-66.  
23-11-2020
Relevant PublicationZhang H and Marsh DWR (2020). Managing Infrastructure Asset: Bayesian Networks for Inspection and Maintenance Decisions Reasoning and Planning. Reliability Engineering and System Safety, Elsevier vol. 207, 107328-107328.  
21-11-2020
Relevant PublicationRonaldson A, Freestone MC, Zhang H, Marsh W and Bhui K (2020). Using structural equation modelling in routine clinical data: Depression, diabetes, and use of Accident & Emergency (Preprint). JMIR Medical Informatics 
07-11-2020
Relevant PublicationZhang H and Marsh DWR (2020). Multi-state deterioration prediction for infrastructure asset: Learning from uncertain data, knowledge and similar groups. Information Sciences, Elsevier vol. 529, 197-213.  
01-08-2020
Relevant PublicationPerkins ZB, Yet B, Sharrock A, Rickard R, Marsh W, Rasmussen TE and Tai NRM (2020). Predicting the Outcome of Limb Revascularization in Patients With Lower-extremity Arterial Trauma: Development and External Validation of a Supervised Machine-learning Algorithm to Support Surgical Decisions. Annals of Surgery, Wolters Kluwer vol. 272 (4), 564-572.  
09-07-2020
Relevant PublicationKyrimi E, Raniere Neves M, Mclachlan S, Neil M, Marsh W and Fenton N (2020). Medical idioms for clinical Bayesian network development. Journal of Biomedical Informatics, Elsevier 
30-06-2020
Relevant PublicationWilk M, Marsh DW, de Freitas S and Prowle J (2020). Predicting length of stay in hospital using electronic records available at the time of admission. Studies in Health Technology and Informatics vol. 270, 377-381.  
16-06-2020
bullet iconWaite J, Curzon P, Marsh W and Sentance S (2020). Difficulties with design: The challenges of teaching design in K-5 programming. Computers & Education, Elsevier BV, 103838-103838.  
12-02-2020
Relevant PublicationKyrimi E, Mossadegh S, Tai N and Marsh W (2020). An incremental explanation of inference in Bayesian networks for increasing model trustworthiness and supporting clinical decision making. Artificial Intelligence in Medicine, Elsevier vol. 103 
31-01-2020
Relevant PublicationPerkins ZB, Yet B, Marsden M, Glasgow S, Marsh W, Davenport R, Brohi K and Tai NRM (2020). Early Identification of Trauma-induced Coagulopathy. Annals of Surgery, Wolters Kluwer vol. 274 (6), e1119-e1128.  
14-01-2020

2019

Relevant PublicationNeves MR and Marsh DWR (2019). Modelling the Impact of AI for Clinical Decision Support. 
01-01-2019

2018

bullet iconWaite JL, CURZON P, MARSH DW and Sentance S (2018). Comparing K-5 teachers’ reported use of design in teaching programming and planning in teaching writing., Editors: Muhling A, Cutts Q and Schwill A. WiPSCE 2018 (13th Workshop in Primary and Secondary Computing Education) Potsdam, Germany 4 Oct 2018 - 6 Oct 2018
04-10-2018
Relevant PublicationZhang H and Marsh DWR (2018). Generic Bayesian network models for making maintenance decisions from available data and expert knowledge. Proceedings of the Institution of Mechanical Engineers Part O Journal of Risk and Reliability, SAGE Publications vol. 232 (5), 505-523.  
01-10-2018
Relevant PublicationMarsden MER, Mossadegh S, Marsh W and Tai N (2018). Development of a major incident triage tool: the importance of evidence from implementation studies. BMJ Military Health, BMJ vol. 166 (3), 204-204.  
26-09-2018
Relevant PublicationPerkins ZB, Yet B, Glasgow S, Marsh DWR, Tai NRM and Rasmussen TE (2018). Long-term, patient-centered outcomes of lower-extremity vascular trauma. Journal of Trauma and Acute Care Surgery, Wolters Kluwer vol. 85 (1S), s104-s111.  
01-07-2018
Relevant PublicationZHANG H and MARSH DWR (2018). Towards A Model-Based Asset Deterioration Framework Represented by Probabilistic Relational Models. European Safety and Reliability Conference ESREL 2018 Trondheim, Norway 17 Jun 2018 - 21 Jun 2018
17-06-2018
Relevant PublicationMCLACHLAN S, Potts HWW, Dube K, Buchanan D, Lean S, Gallagher T, Johnson O, DALEY B, Marsh W and FENTON N (2018). The Heimdall framework for supporting characterisation of learning health systems. BCS Journal of Innovation in Health Informatics vol. 25 (2) 
15-06-2018
bullet iconWaite JL, CURZON P, MARSH D, Sentance S and Hawden-Bennett A (2018). Abstraction in action: K-5 teachers' uses of levels of abstraction, particularly the design level, in teaching programming., Editors: Kalelioglu F and Allsop Y. International Journal Of Computer Science Education In Schools vol. 2 (1), 14-40.  
31-01-2018
Relevant PublicationYet B, Marsh W and Morrissey D (2018). Towards an Evidence-Based Decision Support Tool for Management of Musculoskeletal Conditions. 
01-01-2018
Relevant PublicationMcLachlan S, Dube K, Buchanan D, Lean S, Johnson O, Potts H, Gallagher T, Marsh W and Fenton N (2018). Learning Health Systems: The research community awareness challenge. BMJ Health & Care Informatics, BMJ vol. 25 (1) 
01-01-2018

2017

bullet iconWaite JL, curzon P, marsh D and Sentance S (2017). K-5 Teachers' Uses of Levels of Abstraction Focusing on Design. 
09-11-2017
Relevant PublicationZhang H and Marsh DWR (2017). Bayesian network models for making maintenance decisions from data and expert judgment. 
01-01-2017
Relevant PublicationPerkins ZB, Yet B, Glasgow S, Marsh W, Rasmussen TE and Tai NRM (2017). Predicting limb viability following lower extremity vascular trauma. 
01-01-2017

2016

Relevant PublicationCoid JW, Ullrich S, Kallis C, Freestone M, Gonzalez R, Bui L, Igoumenou A, Constantinou A, Fenton N, Marsh W, Yang M, DeStavola B, Hu J, Shaw J, Doyle M, Archer-Power L, Davoren M, Osumili B, McCrone P, Barrett K, et al. (2016). Improving risk management for violence in mental health services: a multimethods approach. Programme Grants for Applied Research vol. 4 (16), 1-408.  
01-11-2016
bullet iconWaite JL, Curzon P, marsh D and Sentance S (2016). Abstraction and Common Classroom Activities. WiPSCE 2016 11th Workshop in Primary and Secondary Computing Education Munster, Germany 13 Oct 2016 - 15 Oct 2016
13-10-2016
Relevant PublicationFenton N, Neil M, Lagnado D, William M, Yet B and CONSTANTINOU AC (2016). How to model mutually exclusive events based on independent causal pathways in Bayesian network models. Knowledge-Based Systems 
17-09-2016
Relevant PublicationMARSH DWR and Kyrimi E (2016). A Progressive Explanation of Inference in ‘Hybrid’ Bayesian Networks for Supporting Clinical Decision Making. Conference on Probabilistic Graphical Models Lugano, Switzerland 6 Sep 2016 - 9 Sep 2016
09-09-2016
Relevant PublicationMossadegh S, Yet B, Perkins Z, Marsh W and Tai N (2016). Predictive Accuracy of a Civilian Bayesian Network Trauma Tool in a Military Cohort and Applicability to Trauma Performance Improvement. BRITISH JOURNAL OF SURGERY vol. 103, 96-96.  
01-08-2016
bullet iconMossadegh S, Kyrimi E, Marsh W and Tai N (2016). Implementation science: a Bayesian prediction tool for acute traumatic coagulopathy. Society of Academic and Research Surgery Annual Meeting
12-04-2016
Relevant PublicationYet B, Perkins ZB, Tai NRM and Marsh DWR (2016). Clinical evidence framework for Bayesian networks. Knowledge and Information Systems vol. 50 (1), 117-143.  
22-03-2016
Relevant PublicationConstantinou AC, Fenton N, Marsh W and Radlinski L (2016). From complex questionnaire and interviewing data to intelligent Bayesian network models for medical decision support. Artificial Intelligence in Medicine, Elsevier vol. 67, 75-93.  
16-01-2016
Relevant PublicationMarsh W, Nur K, Yet B and Majumdar A (2016). Using operational data for decision making: a feasibility study in rail maintenance. Safety and Reliability, Taylor & Francis vol. 36 (1), 35-47.  
02-01-2016

2015

bullet iconAhmed N, Shamsujjoha , Ali NY and Marsh W (2015). An Efficient REDCap Based Data Collection Platform for the Primary Immune Thrombocytopenia and its Analysis Over the Conventional Approaches. 2015 18th International Conference on Computer and Information Technology (ICCIT)
01-12-2015
Relevant PublicationCONSTANTINOU AC, Freestone M, Marsh W and Coid J (2015). Causal inference for violence risk management and decision support in forensic psychiatry. Decision Support Systems vol. 80, 42-55.  
08-10-2015
Relevant PublicationConstantinou AC, Yet B, Fenton N, Neil M and Marsh W (2015). Value of information analysis for interventional and counterfactual Bayesian networks in forensic medical sciences. Artificial Intelligence in Medicine, Elsevier vol. 66, 41-52.  
08-09-2015
Relevant PublicationConstantinou AC, Freestone M, Marsh W, Fenton NE and Coid J (2015). Risk assessment and risk management of violent re-offending among prisoners. Expert Systems with Applications vol. 42 (21) 
28-05-2015
Relevant PublicationPerkins ZB, Yet B, Glasgow S, Cole E, Marsh W, Brohi K, Rasmussen TE and Tai NRM (2015). Meta-analysis of prognostic factors for amputation following surgical repair of lower extremity vascular trauma. British Journal of Surgery vol. 102 (5), 436-450.  
01-04-2015
Relevant PublicationPerkins ZB, Yet B, Glasgow S, Cole E, Marsh W, Brohi K, Rasmussen TE and Tai NRM (2015). Meta-analysis of prognostic factors for amputation following surgical repair of lower extremity vascular trauma. British Journal of Surgery, Oxford University Press (OUP) vol. 102 (5), 436-450.  
23-02-2015

2014

Relevant PublicationYet B, Perkins ZB, Rasmussen TE, Tai NRM and Marsh DWR (2014). Combining data and meta-analysis to build Bayesian networks for clinical decision support. J Biomed Inform vol. 52, 373-385.  
09-08-2014
Relevant PublicationYet B, Perkins Z, Fenton N, Tai N and Marsh W (2014). Not just data: a method for improving prediction with knowledge. J Biomed Inform vol. 48, 28-37.  
01-04-2014
Relevant PublicationYet B, Perkins Z, Fenton N, Tai N and Marsh W (2014). Not just data: A method for improving prediction with knowledge. Journal of Biomedical Informatics vol. 48, 28-37.  
01-01-2014
Relevant PublicationYet B and Marsh DWR (2014). Compatible and incompatible abstractions in Bayesian networks. Knowledge-Based Systems vol. 62, 84-97.  
01-01-2014
Relevant PublicationPerkins ZB, Yet B, Glasgow S, Marsh W, Brohi K, Rasmussen TE and Tai NR (2014). Prognostic Factors for Amputation Following Surgical Repair of Lower Extremity Vascular Trauma: A Systematic Review and Meta-Analysis of Observational Studies. 
01-01-2014
Relevant PublicationYet B, Perkins Z, Tai N and Marsh W (2014). Explicit evidence for prognostic Bayesian network models. Stud Health Technol Inform vol. 205, 53-57.  
01-01-2014

2013

bullet iconWinther R and Marsh W (2013). Hazards, accidents and events-a land of confusing terms. 
18-09-2013
Relevant PublicationMARSH DWR, Yet B, Bastani K, Raharjo H, Lifvergren S and Bergman B (2013). Decision Support System for Warfarin Therapy Management Using Bayesian Networks. Decision Support Systems, Elsevier vol. 55 (2), 488-498.  
01-01-2013
bullet iconBearfield G, Holloway A and Marsh W (2013). Change and safety: decision-making from data. PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART F-JOURNAL OF RAIL AND RAPID TRANSIT vol. 227 (6), 704-714.  
01-01-2013
Relevant PublicationPerkins Z, Yet B, Glasgow S, Brohi K, Marsh W and Tai NRM (2013). EARLY PREDICTION OF TRAUMATIC COAGULOPATHY USING ADMISSION CLINICAL VARIABLES. 
01-01-2013

2011

bullet iconSivell S, Marsh W, Edwards A, Manstead ASR, Clements A, Elwyn G and group OBOTB (2011). Theory-based design and field-testing of an intervention to support women choosing surgery for breast cancer: BresDex. Patient Education and Counseling, Elsevier vol. 86 (2), 179-188.  
14-05-2011

2010

bullet iconBearfield G and Marsh W (2010). Causal Modelling of Lower Consequence Rail Safety Incidents., Editors: Ale B, Papazuglo I and Zio E. European Safety and Reliability Conference 2010 (ESREL 2010) Rhodes, Greece 5 Sep 2010 - 9 Sep 2010
25-08-2010

2009

bullet iconMarsh DWR and Bearfield GJ (2009). Why Risk Models should be Parameterised. MASR-2009 Modeling and Analysis of Safety and Risk in Complex Systems Saint-Petersburg, Russia 7 Jul 2009 - 11 Jul 2009
01-01-2009

2008

bullet iconFenton N, Neil M, Marsh W, Hearty P, Radlinski L and Krause P (2008). On the effectiveness of early life cycle defect prediction with Bayesian Nets. EMPIRICAL SOFTWARE ENGINEERING vol. 13 (5), 499-537.  
01-10-2008
bullet iconMarsh DWR and Bearfield G (2008). Generalizing event trees using Bayesian networks. Proceedings of the Institution of Mechanical Engineers, Part O: Journal of Risk and Reliability vol. 222 (2), 105-114.  
01-06-2008
bullet iconMarsh DWR and Bearfield G (2008). Generalizing event trees using Bayesian networks. Proc. IMechE, PartO: J. Risk and Reliability vol. 222, 105-114-105-114.  
01-01-2008

2007

bullet iconFenton N, Neil M, Marsh W, Hearty P, Marquez D, Krause P and Mishra R (2007). Predicting software defects in varying development lifecycles using Bayesian nets. INFORM SOFTWARE TECH vol. 49 (1), 32-43.  
01-01-2007
bullet iconMarsh W and Bearfield G (2007). Representing parameterised fault trees using Bayesian networks., Editors: Saglietti F and Oster N. 
01-01-2007
bullet iconDray P, Bearfield GJ and Marsh DWR (2007). Constructing Scalable and Parameterised System Wide Risk Models. 
01-01-2007
bullet iconFenton NE, Neil M, Marsh W, Hearty P, Radlinski L and Krause P (2007). Project Data Incorporating Qualitative Factors for Improved Software Defect Prediction. ICSE PROMISE (Predictive Models in Software Engineering) 07 Minneapolis, USA 1 Jan 1970
01-01-2007
bullet iconMarsh DWR and Bearfield GJ (2007). Merging event trees using Bayesian networks., Editors: Aven T and Vinnem JE. 
01-01-2007

2006

bullet iconNeil M, Fenton N and MARSH DWR (2006). A Software Metrics Challenge: Data for Project Prediction. 29th International Conference on Software Engineering (ICSE 2007), Minneapolis, USA
01-12-2006
bullet iconNeil M, FENTON NE, Marsh W, Mishra R and Krause P (2006). Predicting Software Defects in Varying Development Lifecycles using Bayesian Nets. ICSE (International Conference on Software Engineering) 2006, May 20-28, 2006, Shanghai, China
01-01-2006

2005

bullet iconBearfield G and Marsh W (2005). Generalising event trees using Bayesian networks with a case study of train derailment., Editors: Winther R, Gran BA and Dahll G. 
01-01-2005

2004

bullet iconFenton N, Marsh W, Neil M, Cates P, Forey S and Tailor M (2004). Making resource decisions for software projects. 
01-01-2004
bullet iconMarsh W and Bearfield G (2004). Using Bayesian networks to model accident causation in the UK railway industry., Editors: Spitzer C, Schmocker U and Dang VN. 
01-01-2004

1997

bullet iconMarsh W (1997). Harmonisation of defence standards for safety-critical software. Microprocessors and Microsystems, Elsevier vol. 21 (1), 41-47.  
01-07-1997

1995

bullet iconWICHMANN B, CANNING A, CLUTTERBUCK D, WINSBORROW L, WARD N and MARSH D (1995). Industrial Perspective on Static Analysis. Software Engineering Journal, IEE-INST ELEC ENG vol. 10 (2), 69-75.  
01-01-1995

1992

bullet iconCARRE B, GARNSWORTHY J and MARSH W (1992). SPARK - A SAFETY - RELATED ADA SUBSET., Editors: Taylor WJ. 
01-01-1992

Grants

solid heart iconGrants of specific relevance to the Centre for Multimodal AI
solid heart iconClinical evaluation of an AI risk prediction and decision support system for early management of injured patients
Karim Brohi and William Marsh
£765,888 DEPARTMENT OF THE ARMY (of the United States) (01-01-2025 - 30-06-2027)
solid heart iconDeploying Explainable AI to Reduce Time to Treatment in Trauma
Karim Brohi, Zane Perkins and William Marsh
£94,806 Rosetrees Trust (01-10-2022 - 31-12-2025)
solid heart iconPublic Engagement Champion via cs4fn
Paul Curzon and William Marsh
£162,606 EPSRC Engineering and Physical Sciences Research Council (01-06-2022 - 31-05-2025)
solid heart iconBayesian Network Decision Support in managing low back pain: Development, exploration & feasibility
Adele Hill, Dylan Morrissey and William Marsh
£181,515 Barts and the London Charity (01-09-2021 - 31-08-2025)


solid heart iconExploitation of Bayesian Networks for Clinical Decision Support on the Battlefield
Karim Brohi and William Marsh
£1,000,338 DEPARTMENT OF THE ARMY (of the United States) (15-09-2019 - 14-03-2024)
solid heart iconKnowledge Discovery from Health Use Data
William Marsh, Martin Neil and John Robson
£171,569 Alan Turing Institute, The (01-04-2019 - 31-12-2020)
solid heart iconTeaching London Computing CPD for Digital Educators
Paul Curzon and William Marsh
£155,400 Educational Development Trust (01-01-2019 - 30-06-2021)
solid heart iconInterdisciplinary Research Links for Medical AI: Management of Musculo-Skeletal Injury
William Marsh
£140,519 British Council (12-02-2018 - 14-02-2020)
solid heart iconPAMBAYESIAN_FULL
Norman Fenton, William Marsh, Martin Neil, Paul Curzon, Akram Alomainy, Dylan Morrissey, Graham Hitman, Anita Patel, Frances Humby, David Collier and Victoria Tzortziou Brown
£1,531,821 EPSRC Engineering and Physical Sciences Research Council (01-07-2017 - 30-06-2021)