Process modeling and conformance checking in healthcare: A covid-19 case study

E Benevento, M Pegoraro, M Antoniazzi… - … Conference on Process …, 2022 - Springer
The discipline of process mining has a solid track record of successful applications to the
healthcare domain. Within such research space, we conducted a case study related to the …

Clinical guidelines: a crossroad of many research areas. Challenges and opportunities in process mining for healthcare

R Gatta, M Vallati, C Fernández-Llatas… - … Workshops: BPM 2019 …, 2019 - Springer
Clinical Guidelines, medical protocols, and other healthcare indications, cover a significant
slice of physicians daily routine, as they are used to support clinical choices also with …

Analyzing medical data with process mining: A covid-19 case study

M Pegoraro, MBS Narayana, E Benevento… - … Conference on Business …, 2021 - Springer
The recent increase in the availability of medical data, possible through automation and
digitization of medical equipment, has enabled more accurate and complete analysis on …

pMineR: an innovative R library for performing process mining in medicine

R Gatta, J Lenkowicz, M Vallati, E Rojas… - Artificial Intelligence in …, 2017 - Springer
Process Mining is an emerging discipline investigating tasks related with the automated
identification of process models, given real-world data (Process Discovery). The analysis of …

[HTML][HTML] Optimizing sepsis care through heuristics methods in process mining: a trajectory analysis

A Bakhshi, E Hassannayebi, AH Sadeghi - Healthcare analytics, 2023 - Elsevier
Process mining can help acquire insightful knowledge and heighten the system's
performance. In this study, we surveyed the trajectories of 1050 sepsis patients in a regional …

Extending process discovery with model complexity optimization and cyclic states identification: Application to healthcare processes

LO Elkhovskaya, AD Kshenin, MA Balakhontceva… - Algorithms, 2023 - mdpi.com
Within process mining, discovery techniques make it possible to construct business process
models automatically from event logs. However, results often do not achieve a balance …

Process mining for healthcare process analytics

T Erdoğan, A Tarhan - 2016 Joint Conference of the …, 2016 - ieeexplore.ieee.org
Process mining (PM) as applied in different industrial settings is considered as an effective
technique for business process analytics. In healthcare domain, applications of this …

Declarative process mining in healthcare

M Rovani, FM Maggi, M De Leoni… - Expert Systems with …, 2015 - Elsevier
Clinical guidelines aim at improving the quality of care processes through evidence-based
insights. However, there may be good reasons to deviate from such guidelines or the …

[PDF][PDF] Process mining in Intensive Care Unit Data

E Lybeshari - 2012 - research.tue.nl
Intensive care units (ICUs) of hospitals provide health care services to critically ill patients.
The number of such patients is continuously increasing and the services provided to them by …

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 …