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Related papers: A Novel Approach to Process Discovery with Enhance…

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Numerous process discovery techniques exist for generating process models that describe recorded executions of business processes. The models are meant to generalize executions into human-understandable modeling patterns, notably…

Software Engineering · Computer Science 2021-09-15 Dennis Brons , Roeland Scheepens , Dirk Fahland

This report presents a submission to the Process Discovery Contest. The contest is dedicated to the assessment of tools and techniques that discover business process models from event logs. The objective is to compare the efficiency of…

Artificial Intelligence · Computer Science 2016-10-27 Raji Ghawi

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…

Artificial Intelligence · Computer Science 2023-03-27 Antonina K. Begicheva , Irina A. Lomazova , Roman A. Nesterov

Process mining has emerged as a way to analyze the behavior of an organization by extracting knowledge from event logs and by offering techniques to discover, monitor and enhance real processes. In the discovery of process models,…

Artificial Intelligence · Computer Science 2017-10-17 David Chapela-Campa , Manuel Mucientes , Manuel Lama

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…

Machine Learning · Computer Science 2018-04-10 Volodymyr Leno , Abel Armas-Cervantes , Marlon Dumas , Marcello La Rosa , Fabrizio M. Maggi

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…

Artificial Intelligence · Computer Science 2020-11-04 Ivona Zakarija , Frano Škopljanac-Mačina , Bruno Blašković

Within Process mining, discovery techniques had made it possible to construct business process models automatically from event logs. However, results often do not achieve the balance between model complexity and its fitting accuracy, so…

Artificial Intelligence · Computer Science 2023-01-18 Liubov O. Elkhovskaya , Alexander D. Kshenin , Marina A. Balakhontceva , Sergey V. Kovalchuk

Process-mining techniques have emerged as powerful tools for analyzing event data to gain insights into business processes. In this paper, we present a comprehensive analysis of road traffic fine management processes using the pm4py library…

Artificial Intelligence · Computer Science 2024-09-18 Ali Jlidi , László Kovács

Process mining extracts value from the traces recorded in the event logs of IT-systems, with process discovery the task of inferring a process model for a log emitted by some unknown system. Generalization is one of the quality criteria…

Artificial Intelligence · Computer Science 2022-03-29 Artem Polyvyanyy , Alistair Moffat , Luciano García-Bañuelos

Process-Aware Information Systems (PAIS) is an IT system that support business processes and generate large amounts of event logs from the execution of business processes. An event log is represented as a tuple of CaseID, Timestamp,…

Databases · Computer Science 2017-03-17 Kunal Gupta , Astha Sachdev , Ashish Sureka

In recent years, process mining emerged as a proven technology to analyze and improve operational processes. An expanding range of organizations using process mining in their daily operation brings a broader spectrum of processes to be…

Machine Learning · Computer Science 2023-11-07 Viki Peeva , Wil M. P. van der Aalst

With the servitization of business, understanding how users experience services becomes a crucial success factor for companies. Therefore, there is a need to include feedback from user experiences in the software engineering process.…

Software Engineering · Computer Science 2026-04-07 Paul Kobialka , Andrea Pferscher , Bernhard K. Aichernig , Einar Broch Johnsen , Silvia Lizeth Tapia Tarifa

Process discovery methods have obtained remarkable achievements in Process Mining, delivering comprehensible process models to enhance management capabilities. However, selecting the suitable method for a specific event log highly relies on…

Machine Learning · Computer Science 2021-03-25 Sylvio Barbon , Paolo Ceravolo , Ernesto Damiani , Gabriel Marques Tavares

Process mining is a relatively new subject which builds a bridge between process modelling and data mining. An exclusive choice in a process model usually splits the process into different branches. However, in some processes, it is…

Databases · Computer Science 2021-06-25 Yang Lu , Qifan Chen , Simon Poon

Process mining provides methods to analyse event logs generated by information systems during the execution of processes. It thereby supports the design, validation, and execution of processes in domains ranging from healthcare, through…

Databases · Computer Science 2024-02-06 Mehdi Acheli , Daniela Grigori , Matthias Weidlich

Process mining is concerned with deriving formal models capable of reproducing the behaviour of a given organisational process by analysing observed executions collected in an event log. The elements of an event log are finite sequences…

Databases · Computer Science 2024-07-03 Pierre Cry , András Horváth , Paolo Ballarini , Pascal Le Gall

The discipline of process mining deals with analyzing execution data of operational processes, extracting models from event data, checking the conformance between event data and normative models, and enhancing all aspects of processes.…

Data Structures and Algorithms · Computer Science 2022-04-11 Marco Pegoraro , Merih Seran Uysal , Wil M. P. van der Aalst

Business process simulation is a versatile technique to estimate the performance of a process under multiple scenarios. This, in turn, allows analysts to compare alternative options to improve a business process. A common roadblock for…

Software Engineering · Computer Science 2020-03-30 Manuel Camargo , Marlon Dumas , Oscar González-Rojas

Process mining is a research field focused on the analysis of event data with the aim of extracting insights related to dynamic behavior. Applying process mining techniques on data from smart home environments has the potential to provide…

Machine Learning · Computer Science 2017-11-01 Niek Tax , Emin Alasgarov , Natalia Sidorova , Wil M. P. van der Aalst , Reinder Haakma

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,…

Databases · Computer Science 2017-05-17 Felix Mannhardt , Niek Tax