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 …

Event abstraction in process mining: literature review and taxonomy

SJ van Zelst, F Mannhardt, M de Leoni… - Granular …, 2021 - Springer
The execution of processes in companies generates traces of event data, stored in the
underlying information system (s), capturing the actual execution of the process. Analyzing …

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 …

[PDF][PDF] Multi-perspective process mining

F Mannhardt - 2018 - research.tue.nl
This thesis is about process mining: the analysis an organization's processes by using
process execution data. During the handling of a case or process instance data about the …

[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 …

Process model discovery from sensor event data

D Janssen, F Mannhardt, A Koschmider… - … Conference on Process …, 2020 - Springer
Virtually all techniques, developed in the area of process mining, assume the input event
data to be discrete, and, at a relatively high level (ie, close to the business-level). However …

CvAMoS—event abstraction using contextual information

G Di Federico, A Burattin - Future Internet, 2023 - mdpi.com
Process mining analyzes events that are logged during the execution of a process, with the
aim of gathering useful information and knowledge. Process discovery algorithms derive …

Mining process model descriptions of daily life through event abstraction

N Tax, N Sidorova, R Haakma… - Intelligent Systems and …, 2018 - Springer
Methods from the area of Process Mining traditionally focus on extracting insight in business
processes from event logs. In this paper we explore the potential of Process Mining to …

Interactive multi-interest process pattern discovery

M Vazifehdoostirani, L Genga, X Lu… - … Conference on Business …, 2023 - Springer
Process pattern discovery methods (PPDMs) aim at identifying patterns of interest to users.
Existing PPDMs typically are unsupervised and focus on a single dimension of interest, such …

Abstracting process mining event logs from process-state data to monitor control-flow of industrial manufacturing processes

M Mayr, S Luftensteiner, GC Chasparis - Procedia Computer Science, 2022 - Elsevier
In industrial manufacturing, a production process usually consists of multiple manufacturing
steps during the transformation of raw material into a complete product. Depending on …