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 …

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 …

[HTML][HTML] Data-aware conformance checking with SMT

P Felli, A Gianola, M Montali, A Rivkin, S Winkler - Information Systems, 2023 - Elsevier
Conformance checking is a key process mining task to confront the normative behavior
imposed by a process model with the actual behavior recorded in a log. While this problem …

Towards IoT-driven process event log generation for conformance checking in smart factories

R Seiger, F Zerbato, A Burattin… - 2020 IEEE 24th …, 2020 - ieeexplore.ieee.org
The Internet of Things (IoT) enables software-based access to vast amounts of data streams
from sensors measuring physical and virtual properties of smart devices and their …

Conformance checking over uncertain event data

M Pegoraro, MS Uysal, WMP van der Aalst - Information Systems, 2021 - Elsevier
The strong impulse to digitize processes and operations in companies and enterprises have
resulted in the creation and automatic recording of an increasingly large amount of process …

[HTML][HTML] Multi-perspective conformance checking of uncertain process traces: An SMT-based approach

P Felli, A Gianola, M Montali, A Rivkin… - … Applications of Artificial …, 2023 - Elsevier
Conformance checking, one of the central tasks in process mining, compares the expected
behavior described by a reference process model to the actual behavior recorded in an …

Process-data quality: the true frontier of process mining

AHM Ter Hofstede, A Koschmider, A Marrella… - ACM Journal of Data …, 2023 - dl.acm.org
Since its emergence over two decades ago, process mining has flourished as a discipline,
with numerous contributions to its theory, widespread practical applications, and mature …

[HTML][HTML] How can interactive process discovery address data quality issues in real business settings? Evidence from a case study in healthcare

E Benevento, D Aloini, WMP van der Aalst - Journal of Biomedical …, 2022 - Elsevier
The focus of this paper is on how data quality can affect business process discovery in real
complex environments, which is a major factor determining the success in any data-driven …

Sktr: Trace recovery from stochastically known logs

E Bogdanov, I Cohen, A Gal - 2023 5th International …, 2023 - ieeexplore.ieee.org
Developments in machine learning together with the increasing usage of sensor data
challenge the reliance on deterministic logs, requiring new process mining solutions for …

Discovering process models from uncertain event data

M Pegoraro, MS Uysal, WMP van der Aalst - International Conference on …, 2019 - Springer
Modern information systems are able to collect event data in the form of event logs. Process
mining techniques allow to discover a model from event data, to check the conformance of …