Process discovery, analysis and simulation of clinical pathways using health-care data

M Prodel - 2017 - theses.hal.science
… and data mining techniques, we describe existing works on the topic of modeling and
simulation in health-care. Then, we specifically focus on the case of clinical pathway modeling. We …

[HTML][HTML] Simulation of patient flow in multiple healthcare units using process and data mining techniques for model identification

SV Kovalchuk, AA Funkner, OG Metsker… - Journal of biomedical …, 2018 - Elsevier
… of clinical pathways (CPs) which were used to implement a more realistic simulation of the …
and rapid methods for analysis processes, such as process discovery, conformance checking, …

Evaluation of discovered clinical pathways using process mining and joint agent-based discrete-event simulation

V Augusto, X Xie, M Prodel… - … winter simulation …, 2016 - ieeexplore.ieee.org
… Here, we only focus on the Process Discovery step. It studies … Our work is driven by a
health-care case study with hundreds of … Then, we describe the data set used to build a causal net …

The clearpath method for care pathway process mining and simulation

OA Johnson, T Ba Dhafari, A Kurniati, F Fox… - Business Process …, 2019 - Springer
… the development of our data quality management framework to support the discovery, root-…
clinical pathways could be improved by recommending alternate diagnostic approaches. The …

Patient pathways discovery and analysis using process mining techniques: An emergency department case study

W Abo-Hamad - Health Care Systems Engineering: HCSE, Florence …, 2017 - Springer
… the high variance in clinical pathways taken by diverse … how process mining can be applied
to support key modeling … to automatically discover patients’ pathways from historical data. A …

Clinical and operational insights from data-driven care pathway mapping: a systematic review

M Manktelow, A Iftikhar, M Bucholc, M McCann… - BMC medical informatics …, 2022 - Springer
… Patient care process discovery … focus is on process mining applications for clinical pathways.
Unfortunately … Our definition of statistical modelling as a supplemental technique in its own …

Data-driven modeling of clinical pathways using electronic health records

AA Funkner, AN Yakovlev, SV Kovalchuk - Procedia computer science, 2017 - Elsevier
… -based health care (… processes by extracting knowledge from event logs17. Moreover,
Hompes et al17 and Lu et al18 consider the problem of Big Data in discovering of clinical pathways

Clinical pathways analysis of patients in medical institutions based on hard and fuzzy clustering methods

ES Prokofyeva, RD Zaytsev - Бизнес-информатика, 2020 - cyberleninka.ru
… (2017) Process discovery, analysis and simulation ofclinical pathways using health-care
data. Université de Lyon. Available at: https://tel.archives-ouvertes.fr/tel-01665163/document (…

Potentials of Clinical Pathway Analysis Using Process Mining on the Indonesia National Health Insurance Data Samples: an Exploratory Data Analysis

AP Kurniati, GAA Wisudiawan… - … on Data Science and Its …, 2022 - ieeexplore.ieee.org
… for clinical pathway analysis, including process modelling, … process mining was done for
clinical pathway analysis. There are some possible settings to be used in the process discovery

Predictive modeling of patient pathways using process mining and deep learning

H de Oliveira - 2020 - theses.hal.science
… New process models and an adapted process discovery … improvements in healthcare, the
use of data and data-related … our approach for clinical pathway modeling. Special attention …