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.
| 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 |
| 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 guideline | link |
| M.A. Grando et al. | Semantic-Based Conformance Checking of Computer Interpretable Medical Guidelines | Proceedings of BIOSTEC 2011 (C) | 2011 | A chronic cough guideline | link |
| 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 |
This page is last updated on 18.02.2014.