Papers About Process Mining in Healthcare

On this page, we give an overview of all the scholarly publications describe a (short) real-life application of process mining in healthcare. We make a distinction between publications about Discovery and publications about Conformance.

Discovery

Authors Article Name Journal (J), Conference (C), Report (R) Year Short Description Healthcare Process Link
L. Maruster et al. From Data to Knowledge: a Method for Modeling Hospital Logistic Processes IEEE transactions on information technology in biomedicine : a publication of the IEEE Engineering in Medicine and Biology Society (C) 2005 The involvement of multiple medical specialties for treating patients link
S. Gupta Workflow and Process Mining in Healthcare Masters Thesis (R) 2007 Treatment of patients within an ICU and treatment of stroke patients link
R.S. Mans et al. Application of Process Mining in Healthcare : a Case Study in a Dutch Hospital Proceedings of BIOSTEC 2008 (C) 2008 Gynaecological oncology process within a hospital link
R.S. Mans et al. Process Mining Techniques : An Application to Stroke Care Proceedings of MIE 2008 (C) 2008 Treatment of stroke patients link
C. Günther et al. Monitoring Deployed Application Usage with Process Mining BPM Center Report BPM-08-11 (R) 2008 The operation of X-ray machines link
M. Lang et al. Process Mining for Clinical Workflows: Challenges and Current Limitations Proceedings of MIE 2008 (C) 2008 A radiology workflow link
T. Blum et al. Workflow Mining for Visualization and Analysis of Surgeries International Journal of Computer Assisted Radiology and Surgery (J) 2008 The workflow of a laparascopic surgery link
M. Peleg et al. Mining Process Execution and Outcomes Proceedings of the BPM 2008 workshops (C) 2008 Guideline for treatment of ear infection link
L. Torres Ramos Healthcare Process Analysis : Validation and Improvements of a Data-based Method using Process Mining and Visual Analytics Masters Thesis (R) 2009 Gynaecological oncology process within a hospital link
W. Zhou Process Mining : Acquiring Objective Process Information for Healthcare Process Management with the CRISP-DM Framework Masters Thesis (R) 2009 Patients suffering from rheumatoid arthritis link
S. Quaglini Process Mining in Healthcare : A Contribution to Change the Culture of Blame Proceedings of the BPM 2009 workshops (C) 2009 Treatment of stroke patients link
P. Riemers Process Improvement in Healthcare : a Data-based Method using a Combination of Process Mining and Visual Analytics Masters Thesis (R) 2009 The process for mamma care and diabetes foot patients link
H.Fei et al. Discovering Patient Care Process Models From Event Logs Proceedings of MOSIM’10 (C) 2010 The pre-operative care process link
J. Staal Using Process and Data Improving Techniques to Define and Improve Standardization in a Healthcare Workflow Environment Masters Thesis (R) 2010 Patients receiving therapeutic treatment link
J. Poelmans et al. Combining Business Process and Data Discovery Techniques for Analyzing and Improving Integrated Care Pathways Advances in Data Mining Applications and Theoretical Aspects (C) 2010 Activities performed during the hospitalization of breast cancer patients link
R.S. Mans Workflow Support for the Healthcare Domain PhD thesis (R) 2011 Gynaecological oncology process within a hospital link
C. McGregor et al. A Process Mining Driven Framework for Clinical Guideline Improvement in Critical Care Proceedings of the Workshop on Learning from Medical Data Streams (C) 2011 Patients diagnosed with Late Onset Neonatal Scepsis (LONS) link
T. Neumuth et al. Analysis of Surgical Intervention Populations using Generic Surgical Process Models International Journal of Computer Assisted Radiology and Surgery (J) 2011 The surgical model for cataract interventions link
F. Caron et al. Advanced Care-Flow Mining and Analysis Proceedings of the BPM 2011 Workshops (C) 2012 The process of gynaecological oncology link
R.P. Jagadeesh Chandra Bose et al. Analysis of Patient Treatment Procedures Proceedings of the BPM 2012 Workshops (C) 2012 Gynaecological oncology process within a hospital link
R.S. Mans et al. Mining Processes in Dentistry Proceedings of the 2nd ACM SIGHIT International Health Informatics Symposium (C) 2012 Patients requiring an implant-borne single crown restoration link
Rebuge et al. Business Process Analysis in Healthcare Environments: A Methodology Based on Process Mining Information Systems (J) 2012 Several processes within an emergency department link
L. Perimal-Lewis et al. Gaining Insight from Patient Journey Data using a Process-Oriented Analysis Approach HIKM 2012 (C) 2012 Journey through multiple wards for inpatients link
U. Kaymak et al. On Process Mining in Health Care 2012 IEEE International Conference on Systems, Man, and Cybernetics (SMC) (C) 2012 The anesthesia procedure during Endoscopic Retrograde Cholangiopancreatography link
P. Helmering et al. Process Mining of Clinical Workflows for Quality and Process Improvement HIMMS2012 (C) 2012 Workflow for congestive heart failure patients who underwent a radiological procedure link
Z. Huang et al. On Mining Clinical Pathway Patterns from Medical Behaviors Artificial intelligence in medicine (J) 2012 Patients following the bronchial lung cancer pathway link
C. Webster EHR Business Process Management : From Process Mining to Process Improvement to Process Usability Proceedings of Healthcare Systems Process Improvement Conference (C) 2012 Process mining of EHR data link
T. Neumuth et al. Surgical Workflow Management Schemata for Cataract Procedures: Process Model-Based Design and Validation of Workflow Schemata Methods of Information in Medicine (J) 2012 Cataract procedure link
R.S. Mans et al. Process Mining in Healthcare: Data Challenges When Answering Frequently Posed Questions Proceedings of the 2012 BPM workshops (C) 2013 The process for colorectal cancer patients requiring surgery link
J. de Weerdt et al. Getting a Grasp on Clinical Pathway Data : An Approach Based on Process Mining Emerging Trends in Knowledge Discovery and Data Mining (C) 2013 Gynaecological oncology process within a hospital link
F. Caron et al. Healthcare Analytics: Examining the Diagnosis–Treatment Cycle Procedia Technology (J) 2013 Gynaecological oncology process within a hospital link
Z. Huang et al. Summarizing Clinical Pathways from Event Logs Journal of Biomedical Informatics (J) 2013 Processes of bronchial lung cancer, colon cancer, gastric cancer, and cerebral infarction link
R.S. Mans et al. A Process-oriented Methodology for Evaluating the Impact of IT: A Proposal and an Application in Healthcare Information Systems (J) 2013 The process of patients receiving a dental prosthesis link
Wolf et al. Dealing with Uncertainty : Robust Workflow Navigation in the Healthcare Domain ACM Transactions on Intelligent Systems and Technology (J) 2013 The daily morning routine of individual nurses at an Intensive Care unit link
J.-J. Boere An Analysis and Redesign of the ICU Weaning Process using Data Analysis and Process Mining Masters Thesis (R) 2013 Weaning protocol as executed on an Intensive Care Unit link
S. Montani et al. Mining and Retrieving Medical Processes to Assess the Quality of Care Proceedings of Case-Based Reasoning Research and Development 2013 (C) 2013 Process of stroke patients link
G.T. Lakshmanan et al. Investigating Clinical Care Pathways Correlated with Outcomes Proceedings of BPM 2013 (C) 2013 Patients diagnosed with CHF in ambulatory care link
S. Spoel et al. Process Prediction in Noisy Data Sets : A Case Study in a Dutch Hospital Data-Driven Process Discovery and Analysis (C) 2013 Process followed by patients suffering from pericarditis, angina pectoris, and malignant lung cancer link
L. Perimal-Lewis et al. Health Intelligence : Discovering the Process Model using Process Mining by Constructing Start-to-End Patient Journeys Proceedings of the Australasian Workshop on Health Informatics and Knowledge Management (C) 2014 Admission of patients to the Emergency Department link
F. Caron et al. A Process Mining-Based Investigation of Adverse Events in Care Processes Health Information Management Journal (J) 2013 Gynaecological oncology process within a hospital link
Kim et al. Discovery of Outpatient Care Process of a Tertiary University Hospital using Process Mining The Korean Society of Medical Informatics (J) 2013 the outpatient care process link
C. Fernández-Llatas et al. Process Mining for Individualized Behavior Modeling using Wireless Tracking in Nursing Homes Sensors 2013 Patients living in a nursing home link
A. Rogge-Solti et al. Repairing Event Logs Using Stochastic Process Models Technical Report 78, Hasso Plattner Institute (R) 2013 The ambulant surgery process link
Delias et al. Clustering Healthcare Processes with a Robust Approach 26th European Conference on Operational Research (C) 2013 An Emergency Department Process link
M.T. Overduin Exploration of the Link Between the Execution of a Clinical Process and its Effectiveness using Process Mining Techniques Masters Thesis (R) 2013 A cataract process link
F. Caron et al. Monitoring Care Processes in the Gynecologic Oncology Department Computers in Biology and Medicine (J) 2014 Gynaecological oncology process within a hospital link
Z. Huang et al. Discovery of Clinical Pathway Patterns from Event Logs using Probabilistic Topic Models Journal of Biomedical Informatics (J) 2014 Process of unstable angina and oncology link
Z. Huang et al. Similarity Measure Between Patient Traces for Clinical Pathway Analysis: Problem, Method, and Applications IEEE Journal of Biomedical and Health Informatics (J) 2014 Several cancer processes (bronchial lung cancer, colon cancer, rectal cancer, breast cancer, and gastric cancer) link
M. van Genuchten et al. Is Your Upgrade Worth it? Process Mining Can Tell IEEE Software (J) 2014 The design of crowns and bridges for dentistry patients link
Z. Zhou et al. Process Mining Based Modeling and Analysis of Workflows in Clinical Care - A Case Study in a Chicago Outpatient Clinic IEEE Software (J) 2014 An outpatient clinic center admitting high-risk patients and low-risk patients link
S. Suriadi et al. Measuring Patient Flow Variations: A Cross-Organisational Process Mining Approach Asia-Pacific BPM Conference (C) 2014 Patients of four South-Australia hospitals suffering from chest pain link

Conformance

Authors Article Name Journal (J), Conference (C), Report (R) Year Short Description Healthcare Process Link
J. van de Klundert et al. Measuring Clinical Pathway Adherence Journal of Biomedical Informatics (J) 2010 A cardiovascular pathway link
M.A. Grando et al. Reusing a Declarative Specification to Check the Conformance of Different CIGs Proceedings of the BPM 2011 Workshops (C) 2011 A chronic cough guidelinelink
M.A. Grando et al. Semantic-Based Conformance Checking of Computer Interpretable Medical Guidelines Proceedings of BIOSTEC 2011 (C) 2011 A chronic cough guidelinelink
R. Dunkl et al. Assessing Medical Treatment Compliance Based on Formal Process Modeling Proceedings of USAB 2011 (C) 2011 The Cutaneous Melanoma treatment process link
M. Binder et al. On Analyzing Process Compliance in Skin Cancer Treatment : An Experience Report from the Evidence-Based Medical Compliance Cluster (EBMC2) Proceedings of CAiSE 2012 (C) 2012 The Cutaneous Melanoma treatment process link
L. Bouarfa et al. Workflow Mining and Outlier Detection from Clinical Activity Logs Journal of Biomedical Informatics (J) 2012 The cholecystectomy surgery process link
K. Kirchner et al. Embedding Conformance Checking in a Process Intelligence System in Hospital Environments Proceedings of the 2012 BPM workshops (C) 2012 A surgery process link
D. Kelleher et al. Effect of a Checklist on Advanced Trauma Life Support Workflow Deviations during Trauma Resuscitations without Pre-Arrival Notification Journal of the American College of Surgeons 2013 Process of trauma resuscitations link

Last Update

This page is last updated on 18.02.2014.