Professor Robin Purshouse
School of Electrical and Electronic Engineering
Professor of Decision Sciences
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+44 114 222 5618
Full contact details
School of Electrical and Electronic Engineering
Amy Johnson Building
Portobello Street
Sheffield
S1 3JD
- Profile
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Robin Purshouse received the MEng degree in Control Systems Engineering in 1999 and a PhD in Control Systems in 2004, both from the University of Sheffield. His doctoral studies, under the supervision of Peter Fleming, pioneered the research field of many-objective optimization. Robin worked in industry (in roles at Logica, PA Consulting, and Rolls-Royce), before returning to the University of Sheffield in 2008 as Research Fellow in Health Economics and Decision Modelling. In this role he was lead developer for the Sheffield Alcohol Policy Model, which has gone on to become one of the most prominent computational models used to inform population health policy decision making. He was subsequently appointed Lecturer (2010), Senior Lecturer (2014), Reader in Decision Modelling and Optimization (2017) and Professor of Decision Sciences (2020) in the Department of Automatic Control and Systems Engineering. He continues in this role in the new School of Electrical and Electronic Engineering.
Robin’s research sits at the interface of computational modelling, optimization, and systems science. He was awarded an ESRC Future Research Leaders Award (2012-15) for the project ‘Complex systems modelling of alcohol consumption dynamics in the British population’. He was subsequently Principal Investigator for the NIH R01 project ‘CASCADE: Calibrated agent simulations for combined analysis of drinking etiologies’ (2016-22), founding Co-Director for the UKPRP research consortium ‘SIPHER: Systems-science informed public health and economic research for non-communicable disease prevention’ (2019-25), and is now Co-PI for the NIHR project ‘NOURISH: The impact of food environment policies and food insecurity on less healthy food consumption, obesity and health economic outcomes – a model-based appraisal’ (2024-27). He is also Sheffield lead investigator for the CRUK programme grant ‘Targeting multiple levels of ‘the smoking cessation system’ using novel scientific approaches’ (2022-27), a further NIH R01 project ‘SIMAH: A microsimulation of alcohol control interventions to advance health equity and reverse the current decrease in life expectancy in the US’ (2020-25), and the UKRI interdisciplinary research cluster ‘HealthMod: Enhancing policy modelling capabilities to tackle the economic determinants of health and health inequality’ (2024-28).
- Qualifications
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• 2012 PGCert Learning & Teaching University of Sheffield
• 2004 PhD Control Systems University of Sheffield
• 1999 MEng Control Systems Engineering University of Sheffield
- Research interests
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• Computational modelling of complex social systems
• Agent-based modelling, machine learning, and uncertainty quantification methods for generative and inverse generative social science
• Decision modelling for population health policy appraisal and evaluation
• Evolutionary multi-objective optimization and multi-criteria decision-making
• Bayesian optimization and multidisciplinary optimization for the design of complex engineered products and processes.
- Publications
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Journal articles
- Corrigendum to “An analysis of intersectional disparities in alcohol consumption in the US” [Soc. Sci. Med. Volume 363, December 2024, 117514]. Social Science & Medicine, 117577-117577.
- Digital framework for metallic subtractive process planning: Liger optimisation case study. Procedia CIRP, 130, 1358-1363. View this article in WRRO
- The PHEM-B toolbox of methods for incorporating the influences on behaviour into public health economic models. BMC Public Health, 24(1). View this article in WRRO
- Associations of close social connections with smoking and vaping: a population study in England. Nicotine and Tobacco Research. View this article in WRRO
- How can agent‐based modelling provide new insights into the impact of minimum unit pricing in Scotland?. Drug and Alcohol Review.
- Commentary on Antosz et al. (2023): The role of macro-micro-macro frameworks and critical realism in agent-based modelling. Environmental Modelling & Software, 173, 105959-105959.
- The long‐term effectiveness and cost‐effectiveness of public health interventions; how can we model behavior? A review. Health Economics.
- A cybernetic participatory approach for policy system of systems mapping: Case study of inclusive economies. Futures, 152, 103200-103200.
- Exploring the relationship between food advertising and consumption of foods high in fat, salt, and sugar in England: an agent-based modelling study. Appetite, 189, 106933-106933. View this article in WRRO
- Guidance on the use of complex systems models for economic evaluations of public health interventions. Health Economics.
- Operationalising inclusive growth: can malleable ideas survive metricised governance?. Public Administration.
- Simulation of alcohol control policies for health equity (SIMAH) project: study design and first results. American Journal of Epidemiology.
- Improved estimates for individual and population-level alcohol use in the United States, 1984-2020. International Journal of Alcohol and Drug Research, 10(1), 24-33.
- Behavioral stability of alcohol consumption and socio‐demographic correlates of change among a nationally representative cohort of US adults. Addiction.
- A synthetic population dataset for estimating small area health and socio-economic outcomes in Great Britain. Scientific Data, 9(1).
- An integrated dual process simulation model of alcohol use behaviours in individuals, with application to US population-level consumption, 1984-2012. Addictive Behaviors, 107094-107094.
- Commentary on Robinson et al. (2021): Evaluating theories of change for public health policies using computer model discovery methods. Addiction.
- Beyond behaviour: How health inequality theory can enhance our understanding of the ‘alcohol-harm paradox’. International Journal of Environmental Research and Public Health, 18(11).
- Causal mechanisms proposed for the Alcohol Harm Paradox - A Systematic Review.. Addiction (Abingdon, England).
- Liger : a cross-platform open-source integrated optimization and decision-making environment. Applied Soft Computing.
- Multiobjective genetic programming can improve the explanatory capabilities of mechanism-based models of social systems. Complexity, 2020. View this article in WRRO
- A software architecture for mechanism-based social systems modelling in agent-based simulation models. Journal of Artificial Societies and Social Simulation, 23(3). View this article in WRRO
- Expanding attributable fraction applications to outcomes wholly attributable to a risk factor. Statistical Methods in Medical Research. View this article in WRRO
- The normative underpinnings of population-level alcohol use: An individual-level simulation model. Health Education and Behavior. View this article in WRRO
- The SIPHER consortium : introducing the new UK hub for systems science in public health and health economic research. Wellcome Open Research, 4. View this article in WRRO
- Commentary on Apostolopoulos et al
. (2018): Systems and complex systems approaches for public health planning-back to the future?. Addiction, 113(2), 372-373.
- Typology and Dynamics of Heavier Drinking Styles in Great Britain: 1978–2010. Alcohol and Alcoholism, 52(3), 372-381. View this article in WRRO
- Multiobjective optimization for interwoven systems. Journal of Multi-Criteria Decision Analysis, 24(1-2), 71-81. View this article in WRRO
- Gearbox design for uncertain load requirements using active robust optimization. Engineering Optimization, 48(4), 652-671. View this article in WRRO
- Developing policy analytics for public health strategy and decisions—the Sheffield alcohol policy model framework. Annals of Operations Research, 236(1), 149-176. View this article in WRRO
- The Sheffield Alcohol Policy Model - A Mathematical Description. Health Economics, 24(10), 1368-1388. View this article in WRRO
- Transition probabilities for four states of alcohol use in adolescence and young adulthood: what factors matter when?. Addiction, 110(8), 1272-1280. View this article in WRRO
- The iPICEA-g: a new hybrid evolutionary multi-criteria decision making approach using the brushing technique. European Journal of Operational Research, 243(2), 442-453. View this article in WRRO
- An analysis of parameter sensitivities of preference-inspired co-evolutionary algorithms. International Journal of Systems Science, 46(13), 2407-2420.
- Preference-inspired co-evolutionary algorithms using weight vectors. European Journal of Operational Research.
- Generalized decomposition and cross entropy methods for many-objective optimization. Information Sciences, 282, 363-387.
- What are the Implications for Policy Makers? A Systematic Review of the Cost-Effectiveness of Screening and Brief Interventions for Alcohol Misuse in Primary Care. Frontiers in Psychiatry. View this article in WRRO
- Effects of minimum unit pricing for alcohol on different income and socioeconomic groups: a modelling study.. Lancet, 383(9929), 1655-1664. View this article in WRRO
- Commentary on Nakamura et al. (2014): Alcohol policy appraisal and evaluation-to understand what is happening and why, we need better data on alcohol as a commodity.. Addiction, 109(4), 568-569.
- Estimation of own and cross price elasticities of alcohol demand in the UK--A pseudo-panel approach using the Living Costs and Food Survey 2001-2009.. J Health Econ, 34, 96-103. View this article in WRRO
- Active Robust Optimization: Enhancing Robustness to Uncertain Environments. IEEE Transactions on Cybernetics, 44(11), 2221-2231. View this article in WRRO
- Cost-effectiveness of a programme of screening and brief interventions for alcohol in primary care in Italy.. BMC Fam Pract, 15, 26. View this article in WRRO
- Evolutionary parameter estimation for a theory of planned behaviour microsimulation of alcohol consumption dynamics in an English birth cohort 2003 to 2010. Proceedings of the 2014 conference on Genetic and evolutionary computation - GECCO '14.
- An overview of population-based algorithms for multi-objective optimisation. International Journal of Systems Science. View this article in WRRO
- Reply to Klaus Makela's Cost-of-alcohol studies as a research programme. NORDIC STUDIES ON ALCOHOL AND DRUGS, 30(5), 445-447.
- Modelling the cost-effectiveness of alcohol screening and brief interventions in primary care in England.. Alcohol and Alcoholism, 48(2), 180-188.
- Adjusting for unrecorded consumption in survey and per capita sales data: quantification of impact on gender- and age-specific alcohol-attributable fractions for oral and pharyngeal cancers in Great Britain.. Alcohol and Alcoholism, 48(2), 241-249. View this article in WRRO
- General framework for localised multi-objective evolutionary algorithms. Information Sciences.
- Estimated effect of alcohol pricing policies on health and health economic outcomes in England: an epidemiological model.. Lancet, 375(9723), 1355-1364.
- Policy options for alcohol price regulation: the importance of modelling population heterogeneity.. Addiction, 105(3), 383-393. View this article in WRRO
- Policy options for alcohol price regulation: response to the commentaries.. Addiction, 105(3), 400-401.
- On the. evolutionary optimization of many conflicting objectives. IEEE T EVOLUT COMPUT, 11(6), 770-784. View this article in WRRO
- Evolutionary Computing: Opportunities for Control Engineers. IFAC Proceedings Volumes, 34(22), 14-25.
- Can Social Norms Explain Long-Term Trends in Alcohol Use? Insights from Inverse Generative Social Science. Journal of Artificial Societies and Social Simulation, 26(2).
- Agile Development of an Attitude-Behaviour Driven Simulation of Alcohol Consumption Dynamics. Journal of Artificial Societies and Social Simulation, 18(3). View this article in WRRO
- Introducing CASCADEPOP: an open-source sociodemographic simulation platform for US health policy appraisal. International Journal of Microsimulation, 13(2), 21-60.
- Impact of body mass and alcohol consumption on all‐cause and liver mortality in 240 000 adults in the United States. Drug and Alcohol Review.
- The role of alcohol use in the aetiology and progression of liver disease: A narrative review and a quantification. Drug and Alcohol Review.
- Causality and initiation of alcohol control policy. A response to Allamani. Drug and Alcohol Review.
Chapters
- Introduction to Many-Criteria Optimization and Decision Analysis, Natural Computing Series (pp. 3-28). Springer International Publishing
- sParEGO – A Hybrid Optimization Algorithm for Expensive Uncertain Multi-objective Optimization Problems, Lecture Notes in Computer Science (pp. 424-438). Springer International Publishing
Conference proceedings papers
- Decoupled Design of Experiments for Expensive Multi-objective Problems (pp 37-50)
- OP78 SIPHER’s synthetic population for individuals in great Britain 2019 - 2021: creation, validation, and examples of application. SSM Annual Scientific Meeting (pp A28.2-A29)
- A Scalable Test Suite for Bi-objective Multidisciplinary Optimization (pp 319-332)
- Toward scalable benchmark problems for multi-objective multidisciplinary optimization. 2022 IEEE Symposium Series on Computational Intelligence (SSCI), 4 December 2022 - 7 December 2022.
- Simulation-based engineering design: solving parameter inference and multi-objective optimization problems on a shared simulation budget*. 2021 IEEE International Conference on Systems, Man, and Cybernetics (SMC), 17 October 2021 - 20 October 2021.
- Component-based design of multi-objective evolutionary algorithms using the Tigon optimization library. GECCO '21: Proceedings of the Genetic and Evolutionary Computation Conference Companion (pp 1531-1539). Lille, France, 10 July 2021 - 14 July 2021. View this article in WRRO
- Using Multi-objective Grammar-Based Genetic Programming to Integrate Multiple Social Theories in Agent-Based Modeling (pp 721-733) View this article in WRRO
- Ethical Considerations for a Decision Making System for Autonomous Vehicles During an Inevitable Collision. 2020 28th Mediterranean Conference on Control and Automation (MED), 15 September 2020 - 18 September 2020.
- Toward a unified framework for model calibration and optimisation in virtual engineering workflows. 2019 IEEE International Conference on Systems, Man and Cybernetics (SMC) (pp 2148-2153). Bari, Italy, 6 October 2019 - 9 October 2019. View this article in WRRO
- Toward inverse generative social science using multi-objective genetic programming. Proceedings of the Genetic and Evolutionary Computation Conference
- Component-level study of a decomposition-based multi-objective optimizer on a limited evaluation budget. Proceedings of the Genetic and Evolutionary Computation Conference (GECCO 2018) (pp 689-696), 15 July 2018 - 19 July 2018. View this article in WRRO
- Collaborative Multi-Objective Optimization for Distributed Design of Complex Products. Proceedings of GECCO '18, 15 July 2018 - 19 July 2018. View this article in WRRO
- Workshops at PPSN 2018 (pp 490-497)
- On the effect of scalarising norm choice in a ParEGO implementation. Lecture Notes in Computer Science, Vol. 10173 (pp 1-15) View this article in WRRO
- A Toolkit for Generating Scalable Stochastic Multiobjective Test Problems. Proceedings of the 2016 on Genetic and Evolutionary Computation Conference (pp 597-604). New York View this article in WRRO
- A value- ocussed decision framework for manufacturing research environments. Advances in Transdisciplinary Engineering, Vol. 4 (pp 662-671)
- An Evolutionary Approach to Active Robust Multiobjective Optimisation (pp 141-155) View this article in WRRO
- A review of hybrid evolutionary multiple criteria decision making methods. 2014 IEEE Congress on Evolutionary Computation (CEC), 6 July 2014 - 11 July 2014.
- Real-Time Improved Power Management for Autonomous Systems. IFAC Proceedings Volumes, Vol. 47(3) (pp 2634-2639)
- Towards understanding the cost of adaptation in decomposition-based optimization algorithms. Proceedings - 2013 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2013 (pp 615-620)
- Minimum unit pricing for alcohol: policy appraisal modelling of income and socioeconomic group-specific effects on consumption, spending, and health harms. The Lancet, Vol. 382 (pp S47-S47)
- Preference-Inspired co-evolutionary algorithm using weights for many-objective optimization. GECCO 2013 - Proceedings of the 2013 Genetic and Evolutionary Computation Conference Companion (pp 101-102)
- Preference-inspired coevolutionary algorithms for many-objective optimization. IEEE Transactions on Evolutionary Computation, Vol. 17(4) (pp 474-494)
- Preference-inspired co-evolutionary algorithm using adaptively generated goal vectors. 2013 IEEE Congress on Evolutionary Computation, CEC 2013 (pp 916-923)
- "Whatever works best for you" - A new method for a priori and progressive multi-objective optimisation. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Vol. 7811 LNCS (pp 337-351)
- Multi-objective optimisation for social cost benefit analysis: An allegory. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Vol. 7811 LNCS (pp 726-740) View this article in WRRO
- Generalized decomposition. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Vol. 7811 LNCS (pp 428-442)
- Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics): Preface. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Vol. 7811 LNCS
- Optimization of adaptation - A multi-objective approach for optimizing changes to design parameters. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Vol. 7811 LNCS (pp 21-35) View this article in WRRO
- A multiobjective evolutionary algorithm for the 2D Guillotine Strip Packing Problem. 2012 IEEE Congress on Evolutionary Computation, CEC 2012
- Gas turbine fuel valve diagnostics. IEEE Aerospace Conference Proceedings
- Local preference-inspired co-evolutionary algorithms. GECCO'12 - Proceedings of the 14th International Conference on Genetic and Evolutionary Computation (pp 513-520)
- Preference-driven co-evolutionary algorithms show promise for many-objective optimisation. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Vol. 6576 LNCS (pp 136-150)
- View this article in WRRO
- A Distributed Multi-Disciplinary Design Optimization Benchmark Test Suite with Constraints and Multiple Conflicting Objectives. Genetic and Evolutionary Computation Conference Companion (GECCO '23 Companion), July 15--19, 2023, Lisbon, Portugal, 15 July 2023 - 19 May 2023.
Reports
- View this article in WRRO
Preprints
- Does your measure matter? A comparison of alcohol availability measures in Great Britain, Cold Spring Harbor Laboratory.
- A Cybernetic Participatory Approach for Whole-Systems Modelling and Analysis, with Application to Inclusive Economies, Institute of Electrical and Electronics Engineers (IEEE).
- A Cybernetic Participatory Approach for Whole-Systems Modelling and Analysis, with Application to Inclusive Economies, Institute of Electrical and Electronics Engineers (IEEE).
- Corrigendum to “An analysis of intersectional disparities in alcohol consumption in the US” [Soc. Sci. Med. Volume 363, December 2024, 117514]. Social Science & Medicine, 117577-117577.
- Research group
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Machine Learning for Engineering
- Grants
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Current Grants
- The HealthMod Cluster: Enhancing Policy Modelling Capabilities to Tackle the Economic Determinants of Health and Health Inequality, MRC, 04/2023 - 03/2028, £9,055,452, as Co-I
- Targeting multiple levels of ‘the smoking cessation system’ using novel scientific approaches, CRUK, 04/2022 - 03/2027, £531,098, as PI
- Intervention development for community-based self-referred social prescribing, RCUK, 06/2021 - 11/2022, £181,653, as Co-PI
- A microsimulation of alcohol control interventions to advance health equity and
reverse the current decrease in life expectancy in the US, NIH, 10/2020 - 09/2025, $332,505, as sub award PI - System-science Informed Public Health and Economic Research for Non-communicable Disease Prevention (the SIPHER Consortium), 09/2019 - 03/2025, £6,926,749, as co-PI
Previous Grants
- Developing a proof-of-concept agent-based model of the relationship between food advertising and food choices in England, RCUK, 09/2022 - 03/2023, £24,990, as Co-PI
- SIPHER – Systems science in Public health and Health Economic Research, Research England, 04/2021 - 03/2022, as PI
- Many-objective Optimisation Pilot Project, Industrial, 10/2018 - 05/2019, £64,720, as PI
- Consortium Developmental Grant, UK Prevention Research Partnership, 07/2018 - 11/2018, £46,105, as Co-I
- DYNAMO: DYNamic Analysis Modelling and Optimisation of GDI Engines, 04/2018 - 06/2021, £401,252, as PI
- Liger - an Open-source Integrated Optimisation Environment, Digital Engineering and Test Centre, 01/2018 - 05/2019, £60,000, as PI
- CASCADE: Calibrated Agent Simulations for Combined Analysis of Drinking Etiologies, NIAAA, 08/2016 - 04/2022, $2,313,250, as PI
- Optimization for robust design: Integrating model-based systems engineering with multi-criteria decision-making support in a distributed framework, EPSRC, 05/2014 - 05/2018, £1,074,429, as co-PI
- ASUR hybrid power packs, Industrial, 10/2013 - 03/2014, £29,991, as PI
- Value-based Bayesian sequential analysis for fault monitoring, EPSRC, 01/2013 - 08/2014, £18,099, as co-PI
- Complex systems modelling of alcohol consumption dynamics in the British population, ESRC, 10/2012 - 09/2014, £173,428, as PI
- Alcohol policy modelling and evaluation, MRC, 11/2010 - 10/2013, £1,034,163, as co-PI
- Teaching activities
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ACS6132 - Agent Based Modelling
- Professional activities and memberships
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• Association for Computing Machinery (2017-present)
• Research Society on Alcohol (2016-present)