- Zou, P., & Siebers, P.-O. (2025, September 17–19). StockMARL: A novel multi-agent reinforcement learning system to dynamically improve trading strategies [Conference paper]. 37th European Modeling & Simulation Symposium (EMSS 2025), held within the 22nd International Multidisciplinary Modeling & Simulation Multiconference (I3M 2025), Fes, Morocco. [draft presentation]
- Vanhée, L., Borit, M., Siebers, P.-O., Cremades, R., Frantz, C., Gürcan, Ö., Kalvas, F., Kera, D. R., Nallur, V., Narasimhan, K., & Neumann, M. (2025, August 25–29). Large language models for agent-based modelling: Current and possible uses across the modelling cycle [Conference paper]. Social Simulation Conference 2025, Delft, Netherlands. [arXiv]
- Allcock R and Siebers PO (2023) 'Crowd health encoding, for crowd simulations using the smoothed particle hydrodynamics computational method', In: Proceedings of the 18th Social Simulation Conference (SSC2023), 4-8 Sep, Glasgow, UK [slides]
- Hey J, Siebers PO, Nathanail P, Özcan E, and Robinson D (2020) 'Surrogate Optimisation of Housing Stock Retrofits using Deep Neural Networks'. In: Proceedings of the Building Simulation and Optimization 2020 Conference (BSO2020), 21-22 Sep, Loughborough, UK.
- Barnes O and Siebers PO (2020) 'Opportunities for Using Agent-Based Social Simulation and Fuzzy Logic to Improve the Understanding of Digital Mental Healthcare Scenarios'. In: Proceedings of the 10th OR Society Simulation Workshop (SW20), 30 Mar-1 Apr, Loughborough, UK.
- Siebers PO, Achter S, Palaretti Bernardo C, Borit M, and Chattoe-Brown E (2019) 'First Steps Towards RAT: A Protocol for Documenting Data Use in the Agent-Based Modeling Process' (Extended Abstract), Social Simulation Conference 2019 (SSC 2019), 23-27 Sep, Mainz, Germany. [extended abstract] [presentation]
- Mertens A, Feliciani T, Heidari S, Siebers PO, and Dignum F (2019) 'Are We Done Yet? or When is Our Model Perfect (Enough)?', Social Simulation Conference 2019 (SSC 2019), 23-27 Sep, Mainz, Germany.
- Thaler J, Altenkirch T, and Siebers PO (2019) 'Show me your properties! The Potential of Property-Based Testing in Agent-Based Simulation'. 2019 Summer Simulation Conference (SummerSim'19), 22-24 Jul, Berlin, Germany.
- Amponsah K, Zakhary S, Robinson D, Logan B, Nathanail P, and Siebers PO (2019) 'Distributed Building Energy Simulation with the HLA'. 2019 Summer Simulation Conference (SummerSim'19), 22-24 Jul, Berlin, Germany.
- Sajjadian SM, Jafari M, Siebers PO (2018) 'An Artificial Intelligence Method for Comfort Level Prediction'. In: Proceedings of the 10th International Conference in Sustainability on Energy and Buildings (SEB 18), 24-26 Jun, Gold Coast, Australia.
- Faboya OT, Figueredo GP, Ryan B, and Siebers PO (2018) 'Position Paper: The Usefulness of Data-driven, Intelligent Agent-Based Modelling for Transport Infrastructure Management', In: Proceedings of the 21st IEEE International Conference on Intelligent Transportation Systems (ITSC 2018), 4-7 Nov, Maui, Hawaii, USA.
- Faboya OT, Siebers PO, Ryan B, and Figueredo GP (2018) 'How do Travellers Decide: A Stochastic Modelling Approach to Determine Decision Factor Significance'. In: Proceedings of the European Modeling and Simulation Symposium 2018 (EMSS2018), 17-19 Sep, Budapest, Hungary.
- Dediu A, Landa-Silva D, and Siebers PO (2018) 'An Agent Based Modelling Approach for the Office Space Allocation Problem'. In: Proceedings of the European Modeling and Simulation Symposium 2018 (EMSS2018), 17-19 Sep, Budapest, Hungary.
- Thaler J, Altenkirch T, and Siebers PO (2018) 'Pure Functional Epidemics: An Agent-Based Approach', In: Proceedings of the IFL 2018 Symposium, 5-7 Sep, University of Massachusetts Lowell, MA, USA.
- Secchi D, Siebers PO, and Herath DB (2018) 'Organisational Plasticity: A Community Modelling Experience'. In: Proceedings of the Social Simulation Conference 2018 (SSC 2018), 20-24 Aug, Stockholm, Sweden.
- Yousefi Z, Heinke D, Apperly I, and Siebers PO (2018) 'An Agent-Based Model for False Belief Tasks: Belief Representation Systematic Approach (BRSA)'. In: Proceedings of the 2018 International Conference on Social Computing, Behavioral-Cultural Modeling, & Prediction and Behavior Representation in Modeling and Simulation (SBP-BRiMS 2018), 10-13 Jul, Washington DC,USA.
- Siebers PO, Deng YF, Thaler J, Schnädelbach H, and Özcan E (2018) 'Proposal of a Design Pattern for Embedding the Concept of Social Forces in Human Centric Simulation Models'. In: Proceedings of the 9th Simulation Workshop (SW2018), 19-21 Mar, Stratford, Worcestershire, UK.
- Mashuk MS, Pinchin J, Siebers PO, and Moore T (2018) 'A Smart Phone based Multi-Floor Indoor Positioning System for Occupancy Detection'. In: Proceedings of the IEEE/ION Position Location and Navigation Symposium (IEEE/ION PLANS 2018), 23-26 Apr, Monterey, California, USA.
- Faboya OT, Siebers PO, Ryan B, and Figueredo GP (2017) 'A Novel Modal Shift Modelling Framework for Transport Systems', In: Proceedings of the Social Simulation Conference 2017 (SSC2017), 25-29 Sep, Dublin, Ireland.
- Venkatesan S, Siebers PO, and Nguyen-Van-Tam J (2017) 'Antiviral Treatment for Pandemic Influenza: Conceptualisation of a Coupled Behavioural and Epidemic Agent-Based Simulation Model', In: Proceedings of the Social Simulation Conference 2017 (SSC2017), 25-29 Sep, Dublin, Ireland.
- Thaler J and Siebers PO (2017) 'The Art of Iterating: Update-Strategies in Agent-Based Simulation', In: Proceedings of the Social Simulation Conference 2017 (SSC2017), 25-29 Sep, Dublin, Ireland.
- Chapman J, Robinson D, and Siebers PO (2017) 'Multi-agent Stochastic Simulation of Occupants for Building Simulation'. In: Proceedings of the Building Simulation and Optimization Conference (BS2017), 07-09 Aug, San Francisco, USA.
- Zakhary S, Allen A, Siebers PO, and Robinson D (2016) 'A Computational Workflow for Urban Micro-Simulation of Buildings' Energy Performance', In: Urban Transitions Global Summit 2016, 5-9 Sep, Shanghai, China.
- May L and Siebers PO (2015) 'Using Simulation to Assist Recruitment in Seasonally Dependant Contact Centers'. In: Proceedings of the Winter Simulation Conference (WSC15), 6-9 Dec, Huntington Beach (CA), USA. [link] [presentation]
- Vu T, Siebers PO, Skatova A and Turocy T (2015) 'Modelling the Effect of Individual Differences in Punishment Sensitivity on Behaviour in a Public Goods Game'. In: Proceedings of the 14th International Conference on Modeling and Applied Simulation (MAS2015), 21-23 Sep, Bergeggi, Italy. [link] [presentation]
- Perkins A, Ryan B and Siebers PO (2015) 'Modelling and Simulation of Rail Passengers to Evaluate Methods to Reduce Dwell Times'. In: Proceedings of the 14th International Conference on Modeling and Applied Simulation (MAS2015), 21-23 Sep, Bergeggi, Italy. [link] [presentation]
- Faboya OT and Siebers PO (2015) 'Simulating Airline Marketing Strategy Using System Dynamics Modelling'. In: Proceedings of the 29th European Conference on Modelling and Simulation (ECMS2015), 26-29 May, Albena (Varna), Bulgaria. [link]
- Li X, Bai R, Siebers PO and Wagner C (2014) 'Modeling Urban Road Risky Driving Behaviors in China with Multi-Agent Microscopic Traffic Simulation'. In: Proceedings of the 17th International Conference on Intelligent Transportation Systems (ITSC), 8-11 Oct, 2014, At Qingdao, China. [link]
- Vu T, Siebers PO and Wagner C (2014) 'The Potential of Object-Oriented Analysis and Design for Agent-based Computational Economics'. In: Proceedings of the 28th European Simulation and Modelling Conference (ESM2014), 22-24 Oct, Porto, Portugal. [link]
- Faboya OT and Siebers PO (2014) 'On the Search for Novel Simulation Application to Support Airport Operations Management'. In: Proceedings of the 26th European Modeling & Simulation Symposium (EMSS2014), 10-12 Sep, Bordeaux, France. [link][screenshots][presentation]
- Dawson D, Siebers PO and Vu T (2014) 'Opening Pandora's Box: Some Insight into the Inner Workings of an Agent Based Simulation Environment'. In: Proceedings of the 8th International Workshop on Multi-Agent Systems and Simulation (MAS&S'14), 7-10 Sep, Warsaw, Poland. [link]
- Chapman J, Robinson D and Siebers PO (2014) 'Coupling Multi-Agent Stochastic Simulation of Occupants with Building Simulation'. In: Proceedings of the Building Simulation and Optimization Conference (BSO14), 23-24 Jun, London, UK. [link]
- Siebers PO and Onggo BSS (2014) 'Graphical Representation of Agent-Based Models in Operational Research and Management Science using UML'. In: Proceedings of the 7th OR Society Simulation Workshop (SW14), 1-2 Apr, Worcestershire, UK. [link]
- Asta S, Özcan E and Siebers PO (2014) 'An Investigation on Test Driven Discrete Event Simulation'. In: Proceedings of the 7th OR Society Simulation Workshop (SW14), 1-2 Apr, Worcestershire, UK. [link]
- Vu T, Siebers PO and Wagner C (2013) 'Comparison of Crisp Systems and Fuzzy Systems in Agent-Based Simulation: A Case Study of Soccer Penalties'. In: Proceedings of the 2013 UK Workshop on Computational Intelligence (UKCI2013), 9-11 Sep, Guildford, UK. [link]
- Figueredo GP, Siebers PO, Aickelin U and Foan S (2012) 'A Beginner's Guide to Systems Simulation in Immunology'. In: Proceedings of the 11th International Conference on Artificial Immune Systems (ICARIS2012), 28-31 Aug, Taormina, Italy. [link]
- Zhang T, Siebers PO and Aickelin U (2012) 'Modelling the Effects of User Learning on Forced Innovation Diffusion'. In: Proceedings of the UK OR Society Simulation Workshop 2012 (SW12), 26-28 Mar, Worcestershire, UK. [link]
- Zhang T, Siebers PO and Aickelin U (2011) 'A Three-Dimensional Model of Residential Energy Consumer Archetypes for Local Energy Policy Design in the UK'. In: Proceedings of the Energy and People: Futures, Complexity and Challenges Conference, 20-21 Sep, Oxford, UK. [link]
- Siebers PO, Sherman G, Aickelin U and Menachof D (2011) 'Comparing Decision Support Tools for Cargo Screening Processes'. In: Proceedings of the 10th International Conference on Modeling and Applied Simulation (MAS), 12-14 Sep, Rome, Italy [link]
- Figueredo GP, Aickelin U and Siebers PO (2011) 'Systems Dynamics or Agent-Based Modelling for Immune Simulation?'. In: Proceedings of the 10th International Conference on Artificial Immune Systems (ICARIS2011), 18-21 Jul, Cambridge, UK. [link]
- Zhang T, Siebers PO and Aickelin U (2010) 'Modelling Office Energy Consumption: An Agent Based Approach'. In: Proceedings of the 3rd World Congress on Social Simulation (WCSS2010), 5-9 Sep, Kassel, Germany. [link]
- Sherman G, Siebers PO, Aickelin U and Menachof D (2010) 'Scenario Analysis, Decision Trees and Simulation for Cost Benefit Analysis of the Cargo Screening Process'. In: Proceedings of the International Workshop of Applied Modelling and Simulation (WAMS2010), 5-7 May, Buizos, Brasil. [link]
- Majid MA, Siebers PO and Aickelin U (2010) 'Modelling Reactive and Proactive Behaviour in Simulation'. In: Proceedings of the OR Society Simulation Workshop (SW10), 23-24 Mar, Worcestershire, UK. [link]
- Siebers, PO, Aickelin U and Sherman G (2009) 'Development of a Cargo Screening Process Simulator: A First Approach'. In: Proceedings of the 21st European Modeling and Simulation Symposium (EMSS2009), 23-25 Sep, Tenerife, Spain. [link]
- Majid MA, Aickelin U and Siebers PO (2009) 'Comparing Simulation Output Accuracy of Discrete Event and Agent Based Models: A Quantitative Approach'. In: Proceedings of the Summer Computer Simulation Conference (SCSC2009), 13-16 Jul, Istanbul, Turkey. [link]
- Siebers PO, Aickelin U, Menachof D, Sherman G and Zimmerman P (2009) 'Modelling and Analysing Cargo Screening Processes: A Project Outline'. In: Proceedings of the INFORMS Simulation Society Research Workshop (I-SIM2009), 25-27 Jun, Warwick, UK. [link]
- Majid MA, Aickelin U and Siebers PO (2009) 'Investigating Output Accuracy for a Discrete Event Simulation Model and an Agent Based Simulation Model'. In: Proceedings of the INFORMS Simulation Society Research Workshop (I-SIM2009), 25-27 Jun, Warwick, UK. [link]
- Siebers PO, Aickelin U, Celia H and Clegg CW (2008) 'An Agent-Based Simulation of In-Store Customer Experiences'. In: Proceedings of the OR Society Simulation Workshop (SW08), 1-2 Apr, Worcestershire, UK. [link]
- Siebers PO, Aickelin U, Celia H and Clegg CW (2007) 'Using Intelligent Agents to Understand Management Practices and Retail Productivity'. In: Proceedings of the Winter Simulation Conference (WSC07), pp 2212-2220, 9-12 Dec, Washington DC, USA. [link]
- Siebers PO, Aickelin U, Celia H and Clegg CW (2007) 'Understanding Retail Productivity by Simulating Management Practices'. In: Proceedings of the EUROSIM Congress on Modelling and Simulation (EUROSIM07), 9-13 Sep, Ljubljana, Slovenia. [link]
- Siebers PO, Aickelin U, Celia H and Clegg CW (2007) 'A Multi-Agent Simulation of Retail Management Practices'. In: Proceedings of the Summer Computer Simulation Conference (SCSC07), pp 959-966, 15-18 Jul. San Diego, USA. [link]
- Celia H, Robinson MA, Clegg C, Siebers PO, Aickelin U, Jackson H and Sprigg C (2007). 'Using Intelligent Agents to Understand Organisational Behaviour'. In: Proceedings of the British Psychological Society, Division of Occupational Psychology Annual Conference, 10-12 Jan, Bristol, UK. [link]
- Siebers PO, Baines TS, Mason SA and Ladbrook J (2004) 'Modelling Human Variation in Assembly Line Models'. In: Proceedings of the OR Society Simulation Workshop (SW04), 1-2 May, Birmingham, UK. [link]
- Mason SA, Baines TS, Siebers PO and Ladbrook J (2004) 'The Impact of Modelling Human Performance Variation Modelling in a Typical Manufacturing System'. In: Proceedings of the OR Society Simulation Workshop (SW04), 1-2 May, Birmingham, UK.
- Mason SA and Siebers PO (2002) 'Humans: The Missing Link in Simulation?'. In: Proceedings of the Operational Research Society (UK) Simulation Study Group Two Day Workshop. 20-21 Mar, Birmingham, UK.
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