Extraction, correlation, and abstraction of event data for process mining

K Diba, K Batoulis, M Weidlich… - … Reviews: Data Mining …, 2020 - Wiley Online Library
Process mining provides a rich set of techniques to discover valuable knowledge of
business processes based on data that was recorded in different types of information …

OCEL: a standard for object-centric event logs

AF Ghahfarokhi, G Park, A Berti… - European Conference on …, 2021 - Springer
The application of process mining techniques to real-life information systems is often
challenging. Considering a Purchase to Pay (P2P) process, several case notions such as …

The state-of-the-art of business process mining challenges

H R'bigui, C Cho - International Journal of Business Process …, 2017 - inderscienceonline.com
Business process mining is a new method that amalgamates business process modelling
and analysis with data mining and machine learning techniques, whereby knowledge from …

Using process mining to improve productivity in make-to-stock manufacturing

R Lorenz, J Senoner, W Sihn… - International Journal of …, 2021 - Taylor & Francis
This paper proposes a data-driven procedure to improve productivity in make-to-stock
manufacturing. By leveraging recent developments in information systems research, the …

Quality-informed semi-automated event log generation for process mining

R Andrews, CGJ van Dun, MT Wynn, W Kratsch… - Decision Support …, 2020 - Elsevier
Process mining, as with any form of data analysis, relies heavily on the quality of input data
to generate accurate and reliable results. A fit-for-purpose event log nearly always requires …

OC-PM: analyzing object-centric event logs and process models

A Berti, WMP van der Aalst - International Journal on Software Tools for …, 2023 - Springer
Object-centric process mining is a novel branch of process mining that aims to analyze event
data from mainstream information systems (such as SAP) more naturally, without being …

[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 …

Extracting object-centric event logs to support process mining on databases

G Li, EGL de Murillas, RM de Carvalho… - Information Systems in …, 2018 - Springer
Process mining helps organizations to investigate how their operational processes are
executed and how these can be improved. Process mining requires event logs extracted …

How active learning and process mining can act as Continuous Auditing catalyst

M Jans, M Hosseinpour - International Journal of Accounting Information …, 2019 - Elsevier
In the context of Continuous Auditing, different approaches have been proposed to
incorporate data analytics to accomplish a continuous audit environment. Some work …

Db-nets: On the marriage of colored petri nets and relational databases

M Montali, A Rivkin - Transactions on Petri Nets and Other Models of …, 2017 - Springer
The integrated management of business processes and master data is being increasingly
considered as a fundamental problem, by both the academia and the industry. In this …