Event log preprocessing for process mining: a review

HM Marin-Castro, E Tello-Leal - Applied Sciences, 2021 - mdpi.com
Process Mining allows organizations to obtain actual business process models from event
logs (discovery), to compare the event log or the resulting process model in the discovery …

[HTML][HTML] Utilizing domain knowledge in data-driven process discovery: A literature review

D Schuster, SJ van Zelst, WMP van der Aalst - Computers in Industry, 2022 - Elsevier
Process mining aims to improve operational processes in a data-driven manner. To this end,
process mining offers methods and techniques for systematically analyzing event data …

Process mining for healthcare: Characteristics and challenges

J Munoz-Gama, N Martin, C Fernandez-Llatas… - Journal of Biomedical …, 2022 - Elsevier
Process mining techniques can be used to analyse business processes using the data
logged during their execution. These techniques are leveraged in a wide range of domains …

[HTML][HTML] The biggest business process management problems to solve before we die

I Beerepoot, C Di Ciccio, HA Reijers, S Rinderle-Ma… - Computers in …, 2023 - Elsevier
It may be tempting for researchers to stick to incremental extensions of their current work to
plan future research activities. Yet there is also merit in realizing the grand challenges in …

[HTML][HTML] Pairing conceptual modeling with machine learning

W Maass, VC Storey - Data & Knowledge Engineering, 2021 - Elsevier
Both conceptual modeling and machine learning have long been recognized as important
areas of research. With the increasing emphasis on digitizing and processing large amounts …

An interactive method for detection of process activity executions from IoT data

R Seiger, M Franceschetti, B Weber - Future Internet, 2023 - mdpi.com
The increasing number of IoT devices equipped with sensors and actuators pervading every
domain of everyday life allows for improved automated monitoring and analysis of …

A survey on the application of process discovery techniques to smart spaces data

Y Bertrand, B Van den Abbeele, S Veneruso… - … Applications of Artificial …, 2023 - Elsevier
During the last years, a number of studies have experimented with applying process
discovery techniques with the goal of automatically modelling human routines as if they …

Partial-order-based process mining: a survey and outlook

SJJ Leemans, SJ van Zelst, X Lu - Knowledge and Information Systems, 2023 - Springer
The field of process mining focuses on distilling knowledge of the (historical) execution of a
process based on the operational event data generated and stored during its execution …

[PDF][PDF] Foundations of process event data

J De Weerdt, MT Wynn - Process Mining Handbook, 2022 - library.oapen.org
Process event data is a fundamental building block for process mining as event logs portray
the execution trails of business processes from which knowledge and insights can be …

Evaluation goals for online process mining: a concept drift perspective

P Ceravolo, GM Tavares, SB Junior… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Online process mining refers to a class of techniques for analyzing in real-time event
streams generated by the execution of business processes. These techniques are crucial in …