Visualization of navigation patterns on a Web site using model-based clustering
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
Distributed and Parallel Databases
Specifying Workflow Process Requirements for an Emergency Medical Service
Journal of Medical Systems
Using Organizational Modeling to Evaluate Health Care IS/IT Projects
HICSS '04 Proceedings of the Proceedings of the 37th Annual Hawaii International Conference on System Sciences (HICSS'04) - Track 6 - Volume 6
Advances in business process management
Data & Knowledge Engineering - Special issue: Advances in business process management
Workflow Mining: Discovering Process Models from Event Logs
IEEE Transactions on Knowledge and Data Engineering
IT support for healthcare processes - premises, challenges, perspectives
Data & Knowledge Engineering
Business process mining: An industrial application
Information Systems
Conformance checking of processes based on monitoring real behavior
Information Systems
Business Process Management: Concepts, Languages, Architectures
Business Process Management: Concepts, Languages, Architectures
On the History of the Minimum Spanning Tree Problem
IEEE Annals of the History of Computing
Mining Process Variants: Goals and Issues
SCC '08 Proceedings of the 2008 IEEE International Conference on Services Computing - Volume 2
Towards comprehensive support for organizational mining
Decision Support Systems
Discovering Reference Process Models by Mining Process Variants
ICWS '08 Proceedings of the 2008 IEEE International Conference on Web Services
Process Diagnostics: A Method Based on Process Mining
EKNOW '09 Proceedings of the 2009 International Conference on Information, Process, and Knowledge Management
Discovering Process Models from Unlabelled Event Logs
BPM '09 Proceedings of the 7th International Conference on Business Process Management
Discovering Process Models from Unlabelled Event Logs
BPM '09 Proceedings of the 7th International Conference on Business Process Management
Estimating the Parameters of Randomly Interleaved Markov Models
ICDMW '09 Proceedings of the 2009 IEEE International Conference on Data Mining Workshops
Business process management: a survey
BPM'03 Proceedings of the 2003 international conference on Business process management
Fuzzy mining: adaptive process simplification based on multi-perspective metrics
BPM'07 Proceedings of the 5th international conference on Business process management
Approaching process mining with sequence clustering: experiments and findings
BPM'07 Proceedings of the 5th international conference on Business process management
Process mining based on clustering: a quest for precision
BPM'07 Proceedings of the 2007 international conference on Business process management
Process mining and verification of properties: an approach based on temporal logic
OTM'05 Proceedings of the 2005 Confederated international conference on On the Move to Meaningful Internet Systems - Volume >Part I
ICATPN'05 Proceedings of the 26th international conference on Applications and Theory of Petri Nets
The prom framework: a new era in process mining tool support
ICATPN'05 Proceedings of the 26th international conference on Applications and Theory of Petri Nets
Real-time process data acquisition with Bluetooth
Proceedings of the 4th International Symposium on Applied Sciences in Biomedical and Communication Technologies
Proceedings of the 2nd ACM SIGHIT International Health Informatics Symposium
On mining clinical pathway patterns from medical behaviors
Artificial Intelligence in Medicine
Journal of Biomedical Informatics
Workflow mining and outlier detection from clinical activity logs
Journal of Biomedical Informatics
Summarizing clinical pathways from event logs
Journal of Biomedical Informatics
A comparative study of dimensionality reduction techniques to enhance trace clustering performances
Expert Systems with Applications: An International Journal
Getting a grasp on clinical pathway data: an approach based on process mining
PAKDD'12 Proceedings of the 2012 Pacific-Asia conference on Emerging Trends in Knowledge Discovery and Data Mining
Embedding conformance checking in a process intelligence system in hospital environments
BPM' 2012 Proceedings of the 2012 international conference on Process Support and Knowledge Representation in Health Care
Process mining in healthcare: data challenges when answering frequently posed questions
BPM' 2012 Proceedings of the 2012 international conference on Process Support and Knowledge Representation in Health Care
Gaining insight from patient journey data using a process-oriented analysis approach
HIKM '12 Proceedings of the Fifth Australasian Workshop on Health Informatics and Knowledge Management - Volume 129
Understanding process behaviours in a large insurance company in Australia: a case study
CAiSE'13 Proceedings of the 25th international conference on Advanced Information Systems Engineering
HIKM '13 Proceedings of the Sixth Australasian Workshop on Health Informatics and Knowledge Management - Volume 142
Discovering data-aware declarative process models from event logs
BPM'13 Proceedings of the 11th international conference on Business Process Management
Investigating clinical care pathways correlated with outcomes
BPM'13 Proceedings of the 11th international conference on Business Process Management
Retrieval and clustering for supporting business process adjustment and analysis
Information Systems
Discovery of clinical pathway patterns from event logs using probabilistic topic models
Journal of Biomedical Informatics
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Performing business process analysis in healthcare organizations is particularly difficult due to the highly dynamic, complex, ad hoc, and multi-disciplinary nature of healthcare processes. Process mining is a promising approach to obtain a better understanding about those processes by analyzing event data recorded in healthcare information systems. However, not all process mining techniques perform well in capturing the complex and ad hoc nature of clinical workflows. In this work we introduce a methodology for the application of process mining techniques that leads to the identification of regular behavior, process variants, and exceptional medical cases. The approach is demonstrated in a case study conducted at a hospital emergency service. For this purpose, we implemented the methodology in a tool that integrates the main stages of process analysis. The tool is specific to the case study, but the same methodology can be used in other healthcare environments.