Process mining techniques and applications–A systematic mapping study

C dos Santos Garcia, A Meincheim, ERF Junior… - Expert Systems with …, 2019 - Elsevier
Process mining is a growing and promising study area focused on understanding processes
and to help capture the more significant findings during real execution rather than, those …

[HTML][HTML] Process mining in healthcare–An updated perspective on the state of the art

E De Roock, N Martin - Journal of biomedical informatics, 2022 - Elsevier
Process mining is the research domain focusing on the development of innovative methods
to gather insights from event logs. It has been used for various use cases within the …

Opportunities and challenges for applying process mining in healthcare: a systematic mapping study

MR Dallagassa, C dos Santos Garcia… - Journal of Ambient …, 2022 - Springer
Process mining applies robust methodologies using data mining and machine learning for
pattern recognition, using models that represent the process flow identified by the sequence …

Automatic and explainable labeling of medical event logs with autoencoding

H De Oliveira, V Augusto, B Jouaneton… - IEEE Journal of …, 2020 - ieeexplore.ieee.org
Process mining is a suitable method for knowledge extraction from patient pathways.
Structured in event logs, medical events are complex, often described using various medical …

[HTML][HTML] Evaluating the Bias in Hospital Data: Automatic Preprocessing of Patient Pathways Algorithm Development and Validation Study

L Uhl, V Augusto, B Dalmas, Y Alexandre… - JMIR Medical …, 2024 - medinform.jmir.org
Background The optimization of patient care pathways is crucial for hospital managers in the
context of a scarcity of medical resources. Assuming unlimited capacities, the pathway of a …

An optimization-based process mining approach for explainable classification of timed event logs

H De Oliveira, V Augusto, B Jouaneton… - 2020 IEEE 16th …, 2020 - ieeexplore.ieee.org
This paper addresses the problem of supervised classification of time event logs of two
classes: positive and negative population. The key idea of this paper to explain classification …