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AgentSimulator: An Agent-based Approach for Data-driven Business Process Simulation
13 references·2 citing·41 second hop
AgentSimulator: An Agent-based Approach for Data-driven Business Process Simulation (2024)AgentSimulator: An Agent-based Approach f…Can I Trust My Simulation Model? Measuring the Quality of Business Process Simulation Models (2023)Can I Trust My Simulation Mod…Learning Accurate Business Process Simulation Models from Event Logs via Automated Process Discovery and Deep Learning (2022)Learning Accurate Business Pr…Business Process Simulation with Differentiated Resources: Does it Make a Difference? (2022)Business Process Simulation w…Agent System Mining: Vision, Benefits, and Challenges (2021)Agent System Mining: Vision, …Automated discovery of business process simulation models from event logs (2020)Automated discovery of busine…Learning Accurate LSTM Models of Business Processes (2019)Learning Accurate LSTM Models…Predictive Business Process Monitoring with LSTM Neural Networks (2017)Predictive Business Process M…Discrete Modeling and Simulation of Business Processes Using Event Logs (2014)Discrete Modeling and Simulat…Business Process Simulation Survival Guide (2014)Business Process Simulation S…Fundamentals of Business Process Management (2013)Fundamentals of Business Proc…Towards comprehensive support for organizational mining (2008)Towards comprehensive support…Discovering simulation models (2008)Discovering simulation modelsAGENT-BASED BUSINESS PROCESS MANAGEMENT (1996)AGENT-BASED BUSINESS PROCESS …Towards integrating process mining with agent-based modeling and simulation: State of the art and outlook (2025)Towards integrating process m…SIMOD: Automated discovery of business process simulation models (2025)SIMOD: Automated discovery of…Simulation Modeling and Analysis. (1983)Process innovation: reengineering work through information technology (1993)Reengineering the Corporation (1993)Workflow simulation for operational decision support (2009)Process Mining for the multi-faceted analysis of business processes—A case study in a financial services organization (2012)Open, Closed, and Mixed Networks of Queues with Different Classes of Customers (1975)Stochastic Simulation (1987)Business Process Analytics (2014)The Use of Process Mining in Business Process Simulation Model Construction (2015)Mining Resource Profiles from Event Logs (2017)Role-based access control models (1996)Proposed NIST standard for role-based access control (2001)Workflow mining: discovering process models from event logs (2004)Process mining techniques and applications – A systematic mapping study (2019)Process mining for healthcare: Characteristics and challenges (2022)The Bargaining Problem (1950)Speech Acts: An Essay in the Philosophy of Language (1969)How To Do Things With Words (1975)ADEPT (1998)Efficient mechanisms for the supply of services in multi-agent environments (2000)A knowledge-intensive adaptive business process management framework (2020)Predicting process behaviour using deep learning (2017)Predictive Business Process Monitoring via Generative Adversarial Nets: The Case of Next Event Prediction (2020)A systematic literature review on state-of-the-art deep learning methods for process prediction (2021)Predictive Process Monitoring (2022)Fundamentals of Business Process Management (2018)Recommendations for enhancing the usability and understandability of process mining in healthcare (2020)Discovering business process simulation models in the presence of multitasking and availability constraints (2021)Forecasting at Scale (2017)Discovery, simulation, and optimization of business processes with differentiated resources (2023)Learning business process simulation models: A Hybrid process mining and deep learning approach (2023)AN OUTLINE OF GENERAL SYSTEM THEORY (1950)Agent-based modeling: Methods and techniques for simulating human systems (2002)Verification and validation of simulation models (2012)All that glitters is not gold: Four maturity stages of process discovery algorithms (2022)Agent Miner: An Algorithm for Discovering Agent Systems from Event Data (2023)Outcome-Oriented Predictive Process Monitoring (2019)Survey and Cross-benchmark Comparison of Remaining Time Prediction Methods in Business Process Monitoring (2019)Knowledge-Intensive Processes: Characteristics, Requirements and Analysis of Contemporary Approaches (2014)The Six Core Elements of Business Process Management (2014)A general process mining framework for correlating, predicting and clustering dynamic behavior based on event logs (2015)
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References

  • 2013Fundamentals of Business Process Management1,344 cited
  • 2017Predictive Business Process Monitoring with LSTM Neural Networks554 cited
  • 2008Towards comprehensive support for organizational mining347 cited
  • 2008Discovering simulation models295 cited
  • 2019Learning Accurate LSTM Models of Business Processes241 cited
  • 1996AGENT-BASED BUSINESS PROCESS MANAGEMENT228 cited
  • 2020Automated discovery of business process simulation models from event logs153 cited
  • 2014Business Process Simulation Survival Guide117 cited
  • 2022Learning Accurate Business Process Simulation Models from Event Logs via Automated Process Discovery and Deep Learning45 cited
  • 2021Agent System Mining: Vision, Benefits, and Challenges34 cited
  • 2014Discrete Modeling and Simulation of Business Processes Using Event Logs31 cited
  • 2022Business Process Simulation with Differentiated Resources: Does it Make a Difference?27 cited
  • 2023Can I Trust My Simulation Model? Measuring the Quality of Business Process Simulation Models27 cited

Cited by

  • 2025SIMOD: Automated discovery of business process simulation models18 cited
  • 2025Towards integrating process mining with agent-based modeling and simulation: State of the art and outlook

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16 cited