[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 …

Process mining applications in the healthcare domain: A comprehensive review

A Guzzo, A Rullo, E Vocaturo - Wiley Interdisciplinary Reviews …, 2022 - Wiley Online Library
Process mining (PM) is a well‐known research area that includes techniques,
methodologies, and tools for analyzing processes in a variety of application domains. In the …

Recommendations for enhancing the usability and understandability of process mining in healthcare

N Martin, J De Weerdt, C Fernández-Llatas… - Artificial Intelligence in …, 2020 - Elsevier
Healthcare organizations are confronted with challenges including the contention between
tightening budgets and increased care needs. In the light of these challenges, they are …

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 …

Healthcare pathway discovery and probabilistic machine learning

AW Kempa-Liehr, CYC Lin, R Britten… - International journal of …, 2020 - Elsevier
Background and purpose Healthcare pathways define the execution sequence of clinical
activities as patients move through a treatment process, and they are critical for maintaining …

xPM: Enhancing exogenous data visibility

A Banham, SJJ Leemans, MT Wynn, R Andrews… - Artificial intelligence in …, 2022 - Elsevier
Process mining is a well-established discipline with applications in many industry sectors,
including healthcare. To date, few publications have considered the context in which …

Using unified modeling language to analyze business processes in the Delivery of Child Health Services

F Pecoraro, D Luzi - International Journal of Environmental Research and …, 2022 - mdpi.com
Business Process Management (BPM) has been increasingly used in recent years in the
healthcare domain to analyze, optimize, harmonize and compare clinical and healthcare …

[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 …

Multi-channel hypergraph topic neural network for clinical treatment pattern mining

X Min, W Li, P Ye, T Ji, W Xie - Information Processing & Management, 2023 - Elsevier
Recently, increasing attention has been paid to mining clinical treatment patterns from
electronic medical records (EMRs), which provide physicians with explicit knowledge to …

A classification of process mining bottleneck analysis techniques for operational support

R Bemthuis, N van Slooten… - … Conference on e …, 2021 - research.utwente.nl
A bottleneck usually is a sub-process in the main process which delays the process. The
performance of a process can be increased by eliminating the bottlenecks. To this end …