Dr William Marsh
Senior Lecturer
UG Exam Board Chair
School of Electronic Engineering and Computer Science
Queen Mary University of London
Queen Mary University of London
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
Publications of specific relevance to the Centre for Multimodal AI2025
“It’s the future, come on!”: a think aloud study exploring clinicians’ use of knowledge-based AI decision supportHill A Morrissey D Marsh W
International Journal of Medical Informatics, Elsevier vol. 204
21-08-2025
Early clinical evaluation of a machine-learning system for risk prediction of trauma-induced coagulopathy in the prehospital settingMarsden MER Perkins ZB Pisirir E Marsh W Kyrimi E Rossetto A Lyon RL Weaver A et al.
Emergency Medicine Journal, Bmj vol. 42 (10), 654-661.
15-04-2025
Explainable AI: definition and attributes of a good explanation for health AIKyrimi E McLachlan S Wohlgemut JM Perkins ZB Lagnado DA Marsh W
AI and Ethics, Springer Nature vol. 5 (4), 3883-3896.
04-03-2025
Counterfactual reasoning using causal Bayesian networks as a healthcare governance toolKyrimi E Mossadegh S Wohlgemut JM Stoner RS Tai NRM Marsh W
International Journal of Medical Informatics vol. 193, 105681-105681.
01-01-2025
2024
Presenting predictions and performance of probabilistic models for clinical decision support in trauma careAlptekin C Wohlgemut JM Perkins ZB Marsh W Tai NRM Yet B
International Journal of Medical Informatics, Elsevier vol. 194
14-11-2024
A scoping review, novel taxonomy and catalogue of implementation frameworks for clinical decision support systemsWohlgemut JM Pisirir E Stoner RS Perkins ZB Marsh W Tai NRM Kyrimi E
Bmc Medical Informatics and Decision Making, Springer Nature vol. 24 (1)
01-11-2024
Explainable AI: Definition and attributes of a good explanation for health AIKyrimi E McLachlan S Wohlgemut JM Perkins ZB Lagnado DA Marsh W Group TEE
In Arxiv
09-09-2024
A Multi‐Criteria Decision Support Tool for Shared Decision Making in Clinical ConsultationŞakar CT Keith‐Jopp C Yet B Joyner C Hill A Roberts J Marsh W Morrissey D
Journal of Multi-Criteria Decision Analysis, Wiley vol. 31 (5-6)
01-09-2024
What characteristics of clinical decision support system implementations lead to adoption for regular use? A scoping reviewHill A Morrissey D Marsh W
Bmj Health & Care Informatics, Bmj vol. 31 (1)
01-08-2024
Evaluation of a Musculoskeletal Digital Assessment Routing Tool (DART): Crossover Noninferiority Randomized Pilot TrialLowe C Sephton R Marsh W Morrissey D
JMIR Formative Research, JMIR Publications vol. 8
30-07-2024
Bayesian networks may allow better performance and usability than logistic regressionWohlgemut JM Pisirir E Stoner RS Kyrimi E Yet B Marsh W Perkins ZB Tai NRM
Critical Care, Springer Nature vol. 28 (1)
11-07-2024
CSP2023: 28 Digital Health Technology - Narrowing or Widening the Digital Divide? Learning From Validation of a Musculoskeletal Digital Assessment Tool (DART)Lowe C Browne M Marsh W Morrissey D
Physiotherapy, Elsevier vol. 123, e86-e87.
01-06-2024
Identification of major hemorrhage in trauma patients in the prehospital setting: diagnostic accuracy and impact on outcomeWohlgemut JM Pisirir E Stoner RS Kyrimi E Christian M Hurst T Marsh W Perkins ZB et al.
Trauma Surgery & Acute Care Open, Bmj vol. 9 (1)
01-01-2024
2023
Updating and recalibrating causal probabilistic models on a new target populationKyrimi E Stoner RS Perkins ZB Pisirir E Wohlgemut JM Marsh W Tai NRM
Journal of Biomedical Informatics, Elsevier vol. 149
09-12-2023
Assessing Serious Spinal Pathology Using Bayesian Network Decision Support: Development and Validation StudyHill A Joyner CH Keith-Jopp C Yet B Sakar CT Marsh W Morrissey D
JMIR Formative Research, JMIR Publications vol. 7
03-10-2023
Enhancing the clinical relevance of haemorrhage prediction models in traumaTandle S Wohlgemut JM Marsden MER Pisirir E Kyrimi E Stoner RS Marsh W Perkins ZB et al.
Military Medical Research, Springer Nature vol. 10 (1)
20-09-2023
Attitudes towards technology supported rheumatoid arthritis care: investigating patient- and clinician-perceived opportunities and barriersMacBrayne A Curzon P Soyel H Marsh W Fenton N Pitzalis C Humby F
Rheumatology Advances in Practice, Oxford University Press (OUP) vol. 7 (3)
26-08-2023
FTP1.7 Critical decision analysis of pre-hospital major haemorrhage protocol activationWohlgemut J McMullen H Marsden M Marsh W Perkins Z Tai N
British Journal of Surgery, Oxford University Press (OUP) vol. 110 (Supplement_6)
21-08-2023
Methods used to evaluate usability of mobile clinical decision support systems for healthcare emergencies: a systematic review and qualitative synthesisWohlgemut JM Pisirir E Kyrimi E Stoner RS Marsh W Perkins ZB Tai NRM
Jamia Open, Oxford University Press (OUP) vol. 6 (3)
04-07-2023
A Process for Evaluating Explanations for Transparent and Trustworthy AI Prediction ModelsPisirir E Wohlgemut JM Kyrimi E Stoner RS Perkins ZB Tai NRM Marsh DWR
2023 IEEE 11th International Conference on Healthcare Informatics (ICHI). vol. 00, 388-397.
29-06-2023
P113 Attitudes to Technology supported Rheumatoid Arthritis care Questionnaire study: Barriers to People with RA & their clinicians using Technology in the care pathwayMacBrayne A Soyel H Marsh W Fenton N Pitzalis C Curzon P Humby F
Rheumatology. vol. 62 (Supplement_2)
24-04-2023
E073 Attitudes to technology-supported rheumatoid arthritis care, questionnaire study: opportunities for technology to improve RA careMacBrayne A Soyel H Marsh W Fenton N Pitzalis C Curzon P Humby F
Rheumatology. vol. 62 (Supplement_2)
24-04-2023
P133 Attitudes to Technology supported Rheumatoid Arthritis care: Opportunities & Barriers for technology in RA - Key themes from Qualitative arm of Mixed-Methods StudyMacBrayne A Curzon P Soyel H Marsh W Fenton N Pitzalis C Humby F
Rheumatology. vol. 62 (Supplement_2)
24-04-2023
Diagnostic accuracy of clinical examination to identify life- and limb-threatening injuries in trauma patientsWohlgemut JM Marsden MER Stoner RS Pisirir E Kyrimi E Grier G Christian M Hurst T et al.
Scandinavian Journal of Trauma, Resuscitation and Emergency Medicine, Springer Nature vol. 31 (1)
07-04-2023
2022
Review: Remote Disease Monitoring in Rheumatoid ArthritisMacBrayne A Marsh W Humby F
Indian Journal of Rheumatology, Sage Publications vol. 17 (3S), s384-s393.
01-11-2022
Reducing the question burden of patient reported outcome measures using Bayesian networksYücetürk H Gülle H Şakar CT Joyner C Marsh W Ünal E Morrissey D Yet B
Journal of Biomedical Informatics, Elsevier vol. 135
17-10-2022
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 studyMarsden M Perkins Z Marsh W Christian M Lyon R Davenport R Tai N
Bmj Military Health, Bmj vol. 168 (5), e1.3-e1e1.
26-09-2022
Usability Testing of a Digital Assessment Routing Tool for Musculoskeletal Disorders: Iterative, Convergent Mixed Methods StudyLowe C Browne M Marsh W Morrissey D
Journal of Medical Internet Research, JMIR Publications vol. 24 (8)
30-08-2022
Authors' Response to Peer Reviews of “Using Structural Equation Modelling in Routine Clinical Data on Diabetes and Depression: Observational Cohort Study”Ronaldson A Freestone M Zhang H Marsh W Bhui K
Jmirx Med, JMIR Publications vol. 3 (2)
27-04-2022
The outcome of a prediction algorithm should be a true patient state rather than an available surrogateWohlgemut JM Kyrimi E Stoner RS Pisirir E Marsh W Perkins ZB Tai NRM
Journal of Vascular Surgery, Elsevier vol. 75 (4), 1495-1496.
01-04-2022
92 Evaluation of an Artificial Intelligence (AI) System to Augment Clinical Risk Prediction of Trauma Induced Coagulopathy: A Prospective Observational StudyMarsden M Perkins Z Marsh W Christian M Lyon R Davenport R Tai N
British Journal of Surgery, Oxford University Press (OUP) vol. 109 (Supplement_1)
28-02-2022
Can Bayesian statistical approaches reduce the questionnaire burden for respondents when PROMs and PREMs are administered electronically?Gulle H Yuceturk H Sakar C Joyner C Marsh W Unal E Morrissey D Yet B
Physiotherapy, Elsevier vol. 114, e80-e81.
01-02-2022
48 Usability testing of a musculoskeletal digital assessment routing tool: an iterative convergent mixed methods studyLowe C Browne M Marsh W Morrissey D
Abstracts., a4.3-a4a5.
20-01-2022
29 Managing serious pathology in low back pain: development and validation of a bayesian network decision support toolHill A Joyner C Yet B Keith-Jopp C Sakar CT Marsh W Morrissey D
Abstracts., a2.2-a2a2.
20-01-2022
Capturing the Progression of Acute Conditions and the Dynamics of Clinical Decision-Making Using Bayesian NetworksKyrimi E Mossadegh S Marsden ME Fenton N Perkins Z Tai N Marsh W
In Ssrn Electronic Journal
01-01-2022
2021
Validation of a Musculoskeletal Digital Assessment Routing Tool: Protocol for a Pilot Randomized Crossover Noninferiority TrialLowe C Sing HH Marsh W Morrissey D
JMIR Research Protocols, JMIR Publications vol. 10 (12)
13-12-2021
Developing BENDi: A BayEsian Network DecIsion support tool for managing low back painHill A Keith-Jopp C Joyner C Marsh W Morrissey D
Physiotherapy vol. 113, e83-e83.
01-12-2021
mHealth apps for gestational diabetes mellitus that provide clinical decision support or artificial intelligence: A scoping reviewDaley BJ Ni’Man M Neves MR Huda MSB Marsh W Fenton NE Hitman GA McLachlan S
Diabetic Medicine, Wiley vol. 39 (1)
16-11-2021
Causal Dynamic Bayesian Networks for the Management of Glucose Control in Gestational DiabetesNeves MR Daley BJ Hitman GA Huda MSB McLachlan S Finer S Marsh W
2021 IEEE 9th International Conference on Healthcare Informatics (ICHI). vol. 00, 31-40.
12-08-2021
Usability Testing of a Digital Assessment Routing Tool: Protocol for an Iterative Convergent Mixed Methods StudyLowe C Sing HH Browne M Alwashmi MF Marsh W Morrissey D
JMIR Research Protocols, JMIR Publications vol. 10 (5)
18-05-2021
Bayesian networks in healthcare: What is preventing their adoption?Kyrimi E Dube K Fenton N Fahmi A Neves MR Marsh W McLachlan S
Artificial Intelligence in Medicine, Elsevier vol. 116
22-04-2021
A Bayesian Network Decision Support Tool for Low Back Pain Using a RAND Appropriateness Procedure: Proposal and Internal Pilot StudyHill A Joyner CH Keith-Jopp C Yet B Sakar CT Marsh W Morrissey D
JMIR Research Protocols, JMIR Publications vol. 10 (1)
15-01-2021
2020
Causal Bayesian Networks for Medical Diagnosis: A Case Study in Rheumatoid ArthritisFahmi A MacBrayne A Kyrimi E McLachlan S Humby F Marsh W Pitzalis C
2020 IEEE International Conference on Healthcare Informatics (ICHI). vol. 00, 1-7.
03-12-2020
From Personalised Predictions to Targeted Advice: Improving Self-Management in Rheumatoid ArthritisFahmi A Soyel H Marsh DWR Curzon P Macbrayne A Humby F
Integrated Citizen Centered Digital Health and Social Care 26 Nov 2020 - 27 Nov 2020.
25-11-2020
From Personalised Predictions to Targeted Advice: Improving Self-Management in Rheumatoid Arthritis.Fahmi A Soyel H Marsh W Curzon P MacBrayne A Humby F
Studies in Health Technology and Informatics, Ios Press vol. 275, 62-66.
23-11-2020
Managing Infrastructure Asset: Bayesian Networks for Inspection and Maintenance Decisions Reasoning and PlanningZhang H Marsh DWR
Reliability Engineering and System Safety, Elsevier vol. 207, 107328-107328.
21-11-2020
Using structural equation modelling in routine clinical data: Depression, diabetes, and use of Accident & Emergency (Preprint)Ronaldson A Freestone MC Zhang H Marsh W Bhui K
JMIR Medical Informatics
07-11-2020
Multi-state deterioration prediction for infrastructure asset: Learning from uncertain data, knowledge and similar groupsZhang H Marsh DWR
Information Sciences, Elsevier vol. 529, 197-213.
01-08-2020
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.Perkins ZB Yet B Sharrock A Rickard R Marsh W Rasmussen TE Tai NRM
Annals of Surgery, Wolters Kluwer vol. 272 (4), 564-572.
09-07-2020
Medical idioms for clinical Bayesian network developmentKyrimi E Neves MR McLachlan S Neil M Marsh W Fenton N
In Arxiv
01-07-2020
Medical idioms for clinical Bayesian network developmentKyrimi E Raniere Neves M Mclachlan S Neil M Marsh W Fenton N
Journal of Biomedical Informatics, Elsevier
30-06-2020
Predicting length of stay in hospital using electronic records available at the time of admissionWilk M Marsh DW de Freitas S Prowle J
Studies in Health Technology and Informatics vol. 270, 377-381.
16-06-2020
An Incremental Explanation of Inference in Hybrid Bayesian Networks for Increasing Model Trustworthiness and Supporting Clinical Decision MakingKyrimi E Mossadegh S Tai N Marsh W
In Arxiv
05-03-2020
Difficulties with design: The challenges of teaching design in K-5 programmingWaite J Curzon P Marsh W Sentance S
Computers & Education, Elsevier Bv, 103838-103838.
12-02-2020
An incremental explanation of inference in Bayesian networks for increasing model trustworthiness and supporting clinical decision makingKyrimi E Mossadegh S Tai N Marsh W
Artificial Intelligence in Medicine, Elsevier vol. 103
31-01-2020
Early Identification of Trauma-induced CoagulopathyPerkins ZB Yet B Marsden M Glasgow S Marsh W Davenport R Brohi K Tai NRM
Annals of Surgery, Wolters Kluwer vol. 274 (6), e1119-e1128.
14-01-2020
2019
Modelling the Impact of AI for Clinical Decision SupportNeves MR Marsh DWR
Lecture Notes in Computer Science. vol. 11526, 292-297.
01-01-2019
2018
Comparing K-5 teachers’ reported use of design in teaching
programming and planning in teaching writingWaite JL CURZON P MARSH DW Sentance S
WiPSCE 2018 (13th Workshop in Primary and Secondary Computing Education) Potsdam, Germany 4 Oct 2018 - 6 Oct 2018.
04-10-2018
Development of a major incident triage tool: the importance of evidence from implementation studiesMarsden MER Mossadegh S Marsh W Tai N
Bmj Military Health, Bmj vol. 166 (3), 204-204.
26-09-2018
Long-term, patient-centered outcomes of lower-extremity vascular traumaPerkins ZB Yet B Glasgow S Marsh DWR Tai NRM Rasmussen TE
Journal of Trauma and Acute Care Surgery, Wolters Kluwer vol. 85 (1S), s104-s111.
01-07-2018
Towards A Model-Based Asset Deterioration Framework Represented by Probabilistic Relational ModelsZHANG H MARSH DWR
European Safety and Reliability Conference ESREL 2018 Trondheim, Norway 17 Jun 2018 - 21 Jun 2018.
17-06-2018
The Heimdall framework for supporting characterisation of learning health systemsMCLACHLAN S Potts HWW Dube K Buchanan D Lean S Gallagher T Johnson O DALEY B et al.
Bcs Journal of Innovation in Health Informatics vol. 25 (2)
15-06-2018
Abstraction in action: K-5 teachers' uses of levels of abstraction,
particularly the design level, in teaching programmingWaite JL CURZON P MARSH D Sentance S Hawden-Bennett A
International Journal of Computer Science Education in Schools vol. 2 (1), 14-40.
31-01-2018
Towards an Evidence-Based Decision Support Tool for Management of Musculoskeletal ConditionsYet Barbaros Marsh William Morrissey Dylan
In Decision Support Systems and Education, Ios Press
01-01-2018
Learning Health Systems: The research community awareness challenge.McLachlan S Dube K Buchanan D Lean S Johnson O Potts H Gallagher T Marsh W et al.
Bmj Health & Care Informatics, Bmj vol. 25 (1)
01-01-2018
Towards an Evidence-Based Decision Support Tool for Management of Musculoskeletal Conditions.Yet B Marsh W Morrissey D
vol. 255, 175-179.
01-01-2018
2017
K-5 Teachers' Uses of Levels of Abstraction Focusing on DesignWaite JL curzon P marsh D Sentance S
09-11-2017
Supporting physical activity as part of intelligent digital management of chronic conditionsCURZON P fenton N marsh DW alomainy A
GetAMoveOn Network+ workshop: Using technology to support physical activity in older people.
27-06-2017
Predicting limb viability following lower extremity vascular traumaPerkins ZB Yet B Glasgow S Marsh W Rasmussen TE Tai NRM
BRITISH JOURNAL OF SURGERY. vol. 104, 7-7.
01-01-2017
Bayesian network models for making maintenance decisions from data and expert judgmentZhang H Marsh DWR
RISK, RELIABILITY AND SAFETY: INNOVATING THEORY AND PRACTICE., 1056-1063.
01-01-2017
2016
Improving risk management for violence in mental health services: a multimethods approachCoid JW Ullrich S Kallis C Freestone M Gonzalez R Bui L Igoumenou A Constantinou A et al.
Programme Grants For Applied Research vol. 4 (16), 1-408.
01-11-2016
How to model mutually exclusive events based on independent causal pathways in Bayesian network modelsFenton N Neil M Lagnado D William M Yet B CONSTANTINOU AC
Knowledge-Based Systems
17-09-2016
A Progressive Explanation of Inference in ‘Hybrid’ Bayesian Networks for Supporting Clinical Decision MakingMARSH DWR Kyrimi E
Conference on Probabilistic Graphical Models Lugano, Switzerland 6 Sep 2016 - 9 Sep 2016. vol. 52, 275-286.
09-09-2016
Predictive Accuracy of a Civilian Bayesian Network Trauma Tool in a Military Cohort and Applicability to Trauma Performance ImprovementMossadegh S Yet B Perkins Z Marsh W Tai N
British Journal of Surgery vol. 103, 96-96.
01-08-2016
Implementation science: a Bayesian prediction tool for acute traumatic coagulopathyMossadegh S Kyrimi E Marsh W Tai N
Society of Academic and Research Surgery Annual Meeting. vol. 103, 39-39.
12-04-2016
Clinical evidence framework for Bayesian networksYet B Perkins ZB Tai NRM Marsh DWR
Knowledge and Information Systems vol. 50 (1), 117-143.
22-03-2016
From complex questionnaire and interviewing data to intelligent Bayesian network models for medical decision supportConstantinou AC Fenton N Marsh W Radlinski L
Artificial Intelligence in Medicine, Elsevier vol. 67, 75-93.
16-01-2016
2015
An Efficient REDCap Based Data Collection Platform for the Primary Immune Thrombocytopenia and its Analysis Over the Conventional ApproachesAhmed N Shamsujjoha Ali NY Marsh W
2015 18th International Conference on Computer and Information Technology (ICCIT)., 353-357.
01-12-2015
Causal inference for violence risk management and decision support in forensic psychiatryCONSTANTINOU AC Freestone M Marsh W Coid J
Decision Support Systems vol. 80, 42-55.
08-10-2015
Value of information analysis for interventional and counterfactual Bayesian networks in forensic medical sciencesConstantinou AC Yet B Fenton N Neil M Marsh W
Artificial Intelligence in Medicine, Elsevier vol. 66, 41-52.
08-09-2015
Risk assessment and risk management of violent re-offending among prisonersConstantinou AC Freestone M Marsh W Fenton NE Coid J
Expert Systems With Applications vol. 42 (21)
28-05-2015
Meta-analysis of prognostic factors for amputation following surgical repair of lower extremity vascular traumaPerkins ZB Yet B Glasgow S Cole E Marsh W Brohi K Rasmussen TE Tai NRM
British Journal of Surgery vol. 102 (5), 436-450.
01-04-2015
Meta-analysis of prognostic factors for amputation following surgical repair of lower extremity vascular traumaPerkins ZB Yet B Glasgow S Cole E Marsh W Brohi K Rasmussen TE Tai NRM
British Journal of Surgery, Oxford University Press (OUP) vol. 102 (5), 436-450.
23-02-2015
2014
Combining data and meta-analysis to build Bayesian networks for clinical decision support.Yet B Perkins ZB Rasmussen TE Tai NRM Marsh DWR
J Biomed Inform vol. 52, 373-385.
09-08-2014
Not just data: a method for improving prediction with knowledge.Yet B Perkins Z Fenton N Tai N Marsh W
J Biomed Inform vol. 48, 28-37.
01-04-2014
Explicit Evidence for Prognostic Bayesian Network ModelsYet Barbaros Perkins Zane Tai Nigel Marsh William
In E-Health &Ndash; For Continuity of Care, Ios Press
01-01-2014
Compatible and incompatible abstractions in Bayesian networksYet B Marsh DWR
Knowledge-Based Systems
01-01-2014
Not just data: A method for improving prediction with knowledgeYet B Perkins Z Fenton N Tai N Marsh W
Journal of Biomedical Informatics vol. 48, 28-37.
01-01-2014
Prognostic Factors for Amputation Following Surgical Repair of Lower Extremity Vascular Trauma: A Systematic Review and Meta-Analysis of Observational StudiesPerkins ZB Yet B Glasgow S Marsh W Brohi K Rasmussen TE Tai NR
JOURNAL OF VASCULAR SURGERY. vol. 59 (6), 75S-75S.
01-01-2014
Explicit evidence for prognostic Bayesian network models.Yet B Perkins Z Tai N Marsh W
Stud Health Technol Inform vol. 205, 53-57.
01-01-2014
2013
Hazards, accidents and events-a land of confusing termsWinther R Marsh W
18-09-2013
Decision Support System for Warfarin Therapy Management Using Bayesian NetworksMARSH DWR Yet B Bastani K Raharjo H Lifvergren S Bergman B
Decision Support Systems, Elsevier vol. 55 (2), 488-498.
01-01-2013
Change and safety: decision-making from dataBearfield G Holloway A Marsh W
Proceedings of The Institution of Mechanical Engineers Part F-Journal of Rail and Rapid Transit vol. 227 (6), 704-714.
01-01-2013
EARLY PREDICTION OF TRAUMATIC COAGULOPATHY USING ADMISSION CLINICAL VARIABLESPerkins Z Yet B Glasgow S Brohi K Marsh W Tai NRM
SHOCK. vol. 40, 25-25.
01-01-2013
2011
Theory-based design and field-testing of an intervention to support women choosing surgery for breast cancer: BresDexSivell S Marsh W Edwards A Manstead ASR Clements A Elwyn G group OBOTB
Patient Education and Counseling, Elsevier vol. 86 (2), 179-188.
14-05-2011
2010
Causal Modelling of Lower Consequence Rail Safety IncidentsBearfield G Marsh W
European Safety and Reliability Conference 2010 (ESREL 2010) Rhodes, Greece 5 Sep 2010 - 9 Sep 2010.
25-08-2010
2009
Why Risk Models should be ParameterisedMarsh DWR Bearfield GJ
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
On the effectiveness of early life cycle defect prediction with Bayesian NetsFenton N Neil M Marsh W Hearty P Radlinski L Krause P
Empirical Software Engineering vol. 13 (5), 499-537.
01-10-2008
Generalizing event trees using Bayesian networksMarsh DWR Bearfield G
Proceedings of The Institution of Mechanical Engineers, Part O: Journal of Risk and Reliability vol. 222 (2), 105-114.
01-06-2008
Generalizing event trees using Bayesian networksMarsh DWR Bearfield G
Proc. Imeche, Parto: J. Risk and Reliability vol. 222, 105-114-105-114.
01-01-2008
2007
Predicting software defects in varying development lifecycles using Bayesian netsFenton N Neil M Marsh W Hearty P Marquez D Krause P Mishra R
Inform Software Tech vol. 49 (1), 32-43.
01-01-2007
Representing parameterised fault trees using Bayesian networksMarsh W Bearfield G Saglietti F Oster N
COMPUTER SAFETY, RELIABILITY, AND SECURITY, PROCEEDINGS. vol. 4680, 120-133.
01-01-2007
Constructing Scalable and Parameterised System Wide Risk ModelsDray P Bearfield GJ Marsh DWR
01-01-2007
Project Data Incorporating Qualitative Factors for Improved Software Defect PredictionFenton NE Neil M Marsh W Hearty P Radlinski L Krause P
ICSE PROMISE (Predictive Models in Software Engineering) 07 Minneapolis, USA 1 Jan 1970.
01-01-2007
Merging event trees using Bayesian networksMarsh DWR Bearfield GJ Aven T Vinnem JE
RISK, RELIABILITY AND SOCIETAL SAFETY, VOLS 1-3., 1489-1496.
01-01-2007
2006
A Software Metrics Challenge: Data for Project PredictionNeil M Fenton N MARSH DWR
29th International Conference on Software Engineering (ICSE 2007), Minneapolis, USA.
01-12-2006
Predicting Software Defects in Varying Development Lifecycles using Bayesian NetsNeil M FENTON NE Marsh W Mishra R Krause P
ICSE (International Conference on Software Engineering) 2006, May 20-28, 2006, Shanghai, China.
01-01-2006
2005
Generalising event trees using Bayesian networks with a case study of train derailmentBearfield G Marsh W Winther R Gran BA Dahll G
COMPUTER SAFETY, RELIABILITY, AND SECURITY, PROCEEDINGS. vol. 3688, 52-66.
01-01-2005
2004
Making resource decisions for software projectsFenton N Marsh W Neil M Cates P Forey S Tailor M
ICSE 2004: 26TH INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING, PROCEEDINGS., 397-406.
01-01-2004
Using Bayesian networks to model accident causation in the UK railway industryMarsh W Bearfield G Spitzer C Schmocker U Dang VN
PROBABILISTIC SAFETY ASSESSMENT AND MANAGEMENT, VOL 1- 6., 3597-3602.
01-01-2004
1997
Harmonisation of defence standards for safety-critical softwareMarsh W
Microprocessors and Microsystems, Elsevier vol. 21 (1), 41-47.
01-07-1997
1995
Industrial Perspective on Static AnalysisWICHMANN B CANNING A CLUTTERBUCK D WINSBORROW L WARD N MARSH D
Software Engineering Journal, Iee-Inst Elec Eng vol. 10 (2), 69-75.
01-01-1995
1992
SPARK - A SAFETY - RELATED ADA SUBSETCARRE B GARNSWORTHY J MARSH W Taylor WJ
ADA IN TRANSITION. vol. 4, 31-45.
01-01-1992
Evaluation of a Musculoskeletal Digital Assessment Routing Tool (DART): Crossover Noninferiority Randomized Pilot Trial (Preprint)Lowe C Sephton R Marsh W Morrissey D
In JMIR Preprints
Dynamic Bayesian network models for self-management of chronic diseases: Rheumatoid arthritis case-studyFahmi A Macbrayne A Humby F Curzon P Marsh W
Computers in Biology and Medicine, Elsevier
“It’s the future, come on!”: a think aloud study exploring clinicians’ use of knowledge-based AI decision support.Hill A Marsh W Morrissey D
In Osf Preprints
Towards a Method of Building Causal Bayesian
Networks for Prognostic Decision SupportMARSH DWR Yet B Perkins Z Fenton N
ProBioMed 11, AIME'11 Workshop on Probabilistic Problem Solving in Biomedicine Bled, Slovenia 2 Jul 2011.
Using operational data for decision making: a feasibility study in rail maintenanceMARSH DWR Yet B Majumdar A Nur K
Safety and Reliability, 2016
Bayesian Network Models for Making Maintenance Decisions from Data and Expert JudgmentMARSH DWR Zhang H
ESREL 2016 European Safety and Reliability Glasgow 25 Sep 2016 - 29 Sep 2016.
Abstraction and Common Classroom ActivitiesWaite JL Curzon P Marsh D Sentance S
WiPSCE 2016 11th Workshop in Primary and Secondary Computing Education Munster, Germany 13 Jul 2016 - 15 Oct 2016.
Generic Bayesian Network Models for Making Maintenance Decisions from Available Data and Expert KnowledgeMARSH DWR Zhang H
Proceedings of The Institution of Mechanical Engineers, Part O: Journal of Risk and Reliability, Sage Publications
Validation of a Musculoskeletal Digital Assessment Routing Tool: Protocol for a Pilot Randomized Crossover Noninferiority Trial (Preprint)Lowe C Hanuman Sing H Marsh W Morrissey D
In JMIR Preprints
Usability Testing of a Digital Assessment Routing Tool: Protocol for an Iterative Convergent Mixed Methods Study (Preprint)Lowe C Hanuman Sing H Browne M Alwashmi MF Marsh W Morrissey D
In JMIR Preprints
Using Structural Equation Modelling in Routine Clinical Data on Diabetes and Depression: Observational Cohort Study (Preprint)Ronaldson A Freestone M Zhang H Marsh W Bhui K
In JMIR Preprints
A Bayesian Network Decision Support Tool for Low Back Pain Using a RAND Appropriateness Procedure: Proposal and Internal Pilot Study (Preprint)Hill A Joyner CH Keith-Jopp C Yet B Tuncer Sakar C Marsh W Morrissey D
In JMIR Preprints
Authors' Response to Peer Reviews of “Using Structural Equation Modelling in Routine Clinical Data on Diabetes and Depression: Observational Cohort Study” (Preprint)Ronaldson A Freestone M Zhang H Marsh W Bhui K
In JMIR Preprints
Usability Testing of a Digital Assessment Routing Tool for Musculoskeletal Disorders: An Iterative Convergent Mixed Methods Study (Preprint)Lowe C Browne M Marsh W Morrissey D
In JMIR Preprints
Assessing Serious Spinal Pathology Using Bayesian Network Decision Support: Development and Validation Study (Preprint)Hill A Joyner CH Keith-Jopp C Yet B Tuncer Sakar C Marsh W Morrissey D
In JMIR Preprints
Grants
Grants of specific relevance to the Centre for Multimodal AIClinical evaluation of an AI risk prediction and decision support system for early management of injured patientsKarim Brohi and William Marsh
£765,888 DEPARTMENT OF THE ARMY (of the United States)
01-01-2025 - 30-06-2027
Deploying Explainable AI to Reduce Time to Treatment in TraumaKarim Brohi, Zane Perkins and William Marsh
£94,806 Rosetrees Trust
01-10-2022 - 31-12-2025
Bayesian Network Decision Support in managing low back pain: Development, exploration & feasibilityAdele Hill, Dylan Morrissey and William Marsh
£181,515 Barts and the London Charity
01-09-2021 - 29-05-2026
Public Engagement Champion via cs4fnPaul Curzon and William Marsh
£162,606 EPSRC Engineering and Physical Sciences Research Council
01-06-2022 - 31-05-2025
Exploitation of Bayesian Networks for Clinical Decision Support on the BattlefieldKarim Brohi and William Marsh
£1,000,338 DEPARTMENT OF THE ARMY (of the United States)
15-09-2019 - 14-03-2024
Knowledge Discovery from Health Use DataWilliam Marsh, Martin Neil and John Robson
£171,569 Alan Turing Institute, The
01-04-2019 - 31-12-2020
Teaching London Computing CPD for Digital EducatorsPaul Curzon and William Marsh
£155,400 Educational Development Trust
01-01-2019 - 30-06-2021
Interdisciplinary Research Links for Medical AI: Management of Musculo-Skeletal InjuryWilliam Marsh
£140,519 British Council
12-02-2018 - 14-02-2020
PAMBAYESIAN_FULLNorman 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
Research Group
PhD Students
- Fatimah Amla
Minds - María Barrera-Chávez
Decision Support For Musculoskeletal Running-Related Injuries - Amy Dowse
Mobile Health Technology For Patients Suffering With Anxiety and Chronic Pain - Ahmed Khadr
Modelling Cyber Risk Probability Using Bayesian Belief Networks For Evtol Use Case - Ciaran O'Flynn
Causal Reasoning and Bayesian Networks Applied to Pet Health and Petcare
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