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相关论文: Automated Discovery of Business Process Simulation…

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Business process simulation is a versatile technique for analyzing business processes from a quantitative perspective. A well-known limitation of process simulation is that the accuracy of the simulation results is limited by the…

软件工程 · 计算机科学 2020-04-21 Bedilia Estrada-Torres , Manuel Camargo , Marlon Dumas , Maksym Yerokhin

Simulation is a common approach to predict the effect of business process changes on quantitative performance. The starting point of Business Process Simulation (BPS) is a process model enriched with simulation parameters. To cope with the…

软件工程 · 计算机科学 2024-08-27 Orlenys López-Pintado , Serhii Murashko , Marlon Dumas

Process mining allows analysts to exploit logs of historical executions of business processes to extract insights regarding the actual performance of these processes. One of the most widely studied process mining operations is automated…

Process mining methods allow analysts to use logs of historical executions of business processes in order to gain knowledge about the actual behavior of these processes. One of the most widely studied process mining operations is automated…

软件工程 · 计算机科学 2018-06-11 Fabrizio Maria Maggi , Andrea Marrella , Fredrik Milani , Allar Soo , Silva Kasela

Stochastic process discovery is concerned with deriving a model capable of reproducing the stochastic character of observed executions of a given process, stored in a log. This leads to an optimisation problem in which the model's parameter…

形式语言与自动机理论 · 计算机科学 2025-05-01 Pierre Cry , Paolo Ballarini , András Horváth , Pascale Le Gall

Business Process Simulation (BPS) refers to techniques designed to replicate the dynamic behavior of a business process. Many approaches have been proposed to automatically discover simulation models from historical event logs, reducing the…

软件工程 · 计算机科学 2025-06-25 Francesco Vinci , Gyunam Park , Wil van der Aalst , Massimiliano de Leoni

Business process simulation is an approach to evaluate business process changes prior to implementation. Existing methods in this field primarily support tactical decision-making, where simulations start from an empty state and aim to…

软件工程 · 计算机科学 2025-09-10 Maksym Avramenko , David Chapela-Campa , Marlon Dumas , Fredrik Milani

Business process simulation is a well-known approach to estimate the impact of changes to a process with respect to time and cost measures -- a practice known as what-if process analysis. The usefulness of such estimations hinges on the…

人工智能 · 计算机科学 2022-07-14 Manuel Camargo , Marlon Dumas , Oscar González-Rojas

Process analytics approaches allow organizations to support the practice of Business Process Management and continuous improvement by leveraging all process-related data to extract knowledge, improve process performance and support…

其他计算机科学 · 计算机科学 2025-02-25 Asjad Khan , Aditya Ghose , Hoa Dam , Arsal Syed

Business process simulation is a versatile technique to predict the impact of one or more changes on the performance of a process. Mainstream approaches in this space suffer from various limitations, some stemming from the fact that they…

其他计算机科学 · 计算机科学 2022-08-18 Orlenys Lopez-Pintado , Marlon Dumas

Process mining is a field of computer science that deals with discovery and analysis of process models based on automatically generated event logs. Currently, many companies use this technology for optimization and improving their…

人工智能 · 计算机科学 2023-03-27 Antonina K. Begicheva , Irina A. Lomazova , Roman A. Nesterov

The aim of process discovery, originating from the area of process mining, is to discover a process model based on business process execution data. A majority of process discovery techniques relies on an event log as an input. An event log…

数据库 · 计算机科学 2017-05-17 Sebastiaan J. van Zelst , Boudewijn F. van Dongen , Wil M. P. van der Aalst

This paper presents a novel approach for automated analysis of process models discovered using process mining techniques. Process mining explores underlying processes hidden in the event data generated by various devices. Our proposed…

人工智能 · 计算机科学 2020-11-04 Ivona Zakarija , Frano Škopljanac-Mačina , Bruno Blašković

Process mining is a well-established discipline of data analysis focused on the discovery of process models from information systems' event logs. Recently, an emerging subarea of process mining, known as stochastic process discovery, has…

数据库 · 计算机科学 2025-03-07 Anna Kalenkova , Lewis Mitchell , Matthew Roughan

Operations research practitioners frequently want to model complicated functions that are are difficult to encode in their underlying optimisation framework. A common approach is to solve an approximate model, and to use a simulation to…

最优化与控制 · 数学 2022-07-06 Michael Forbes , Mitchell Harris , Marijn Jansen , Femke van der Schoot , Thomas Taimre

Detecting undesired process behavior is one of the main tasks of process mining and various conformance-checking techniques have been developed to this end. These techniques typically require a normative process model as input, specifically…

软件工程 · 计算机科学 2025-08-25 Adrian Rebmann , Timotheus Kampik , Carl Corea , Han van der Aa

Enterprise information systems allow companies to maintain detailed records of their business process executions. These records can be extracted in the form of event logs, which capture the execution of activities across multiple instances…

软件工程 · 计算机科学 2021-05-14 Adriano Augusto , Marlon Dumas , Marcello La Rosa

Automated process discovery is a class of process mining methods that allow analysts to extract business process models from event logs. Traditional process discovery methods extract process models from a snapshot of an event log stored in…

机器学习 · 计算机科学 2018-04-10 Volodymyr Leno , Abel Armas-Cervantes , Marlon Dumas , Marcello La Rosa , Fabrizio M. Maggi

Process mining analyzes business processes based on events stored in event logs. However, some recorded events may correspond to activities on a very low level of abstraction. When events are recorded on a too low level of granularity,…

数据库 · 计算机科学 2017-05-17 Felix Mannhardt , Niek Tax

Process mining acts as a valuable tool to analyse the behaviour of an organisation by offering techniques to discover, monitor and enhance real processes. The key to process mining is to discovery understandable process models. However,…

信息检索 · 计算机科学 2021-04-23 Qifan Chen , Yang Lu , Simon Poon
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