Free choice Petri nets
Discovering models of software processes from event-based data
ACM Transactions on Software Engineering and Methodology (TOSEM)
Production workflow: concepts and techniques
Production workflow: concepts and techniques
Workflow management: models, methods, and systems
Workflow management: models, methods, and systems
Aris-Business Process Modeling
Aris-Business Process Modeling
Learning DFA from Simple Examples
Machine Learning
Mining Process Models from Workflow Logs
EDBT '98 Proceedings of the 6th International Conference on Extending Database Technology: Advances in Database Technology
An incremental interactive algorithm for grammar inference
ICG! '96 Proceedings of the 3rd International Colloquium on Grammatical Inference: Learning Syntax from Sentences
Improving Business Process Quality through Exception Understanding, Prediction, and Prevention
Proceedings of the 27th International Conference on Very Large Data Bases
Automating the Discovery of As-Is Business Process Models: Probabilistic and Algorithmic Approaches
Information Systems Research
Workflow-Based Process Monitoring and Controlling ¾ Technical and Organizational Issues
HICSS '00 Proceedings of the 33rd Hawaii International Conference on System Sciences-Volume 6 - Volume 6
Workflow mining: a survey of issues and approaches
Data & Knowledge Engineering
Process mining: a research agenda
Computers in Industry - Special issue: Process/workflow mining
Discovering models of behavior for concurrent workflows
Computers in Industry - Special issue: Process/workflow mining
Computers in Industry - Special issue: Process/workflow mining
Workflow Mining: Discovering Process Models from Event Logs
IEEE Transactions on Knowledge and Data Engineering
Process Aware Information Systems: Bridging People and Software Through Process Technology
Process Aware Information Systems: Bridging People and Software Through Process Technology
Case handling: a new paradigm for business process support
Data & Knowledge Engineering
Discovering thread interactions in a concurrent system
Journal of Systems and Software - Special issue: Software reverse engineering
A comparative survey of scenario-based to state-based model synthesis approaches
Proceedings of the 2006 international workshop on Scenarios and state machines: models, algorithms, and tools
YAWL: yet another workflow language
Information Systems
Rediscovering workflow models from event-based data using little thumb
Integrated Computer-Aided Engineering
VLDB '02 Proceedings of the 28th international conference on Very Large Data Bases
Process equivalence: comparing two process models based on observed behavior
BPM'06 Proceedings of the 4th international conference on Business Process Management
Detecting implicit dependencies between tasks from event logs
APWeb'06 Proceedings of the 8th Asia-Pacific Web conference on Frontiers of WWW Research and Development
Synthesis revisited: generating statechart models from scenario-based requirements
Formal Methods in Software and Systems Modeling
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
Process mining for ubiquitous mobile systems: an overview and a concrete algorithm
UMICS'04 Proceedings of the Second CAiSE conference on Ubiquitous Mobile Information and Collaboration Systems
Conformance testing: measuring the fit and appropriateness of event logs and process models
BPM'05 Proceedings of the Third international conference on Business Process Management
A novel approach for process mining based on event types
Journal of Intelligent Information Systems
Log-based transactional workflow mining
Distributed and Parallel Databases
Process-Aware Information Systems: Lessons to Be Learned from Process Mining
Transactions on Petri Nets and Other Models of Concurrency II
Process Mining: Overview and Outlook of Petri Net Discovery Algorithms
Transactions on Petri Nets and Other Models of Concurrency II
Using Genetic Process Mining Technology to Construct a Time-Interval Process Model
IEA/AIE '09 Proceedings of the 22nd International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems: Next-Generation Applied Intelligence
Process Discovery using Integer Linear Programming
Fundamenta Informaticae - Petri Nets 2008
A workflow net similarity measure based on transition adjacency relations
Computers in Industry
Process discovery: capturing the invisible
IEEE Computational Intelligence Magazine
Mining process models with prime invisible tasks
Data & Knowledge Engineering
Process mining meets abstract interpretation
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part I
Process discovery in event logs: An application in the telecom industry
Applied Soft Computing
Projection approaches to process mining using region-based techniques
Data Mining and Knowledge Discovery
An empirical evaluation of process mining algorithms based on structural and behavioral similarities
Proceedings of the 27th Annual ACM Symposium on Applied Computing
Discovering process models from event multiset
Expert Systems with Applications: An International Journal
Improved artificial negative event generation to enhance process event logs
CAiSE'12 Proceedings of the 24th international conference on Advanced Information Systems Engineering
Process Discovery using Integer Linear Programming
Fundamenta Informaticae - Petri Nets 2008
Simplifying discovered process models in a controlled manner
Information Systems
Creating Process-Agents incrementally by mining process asset library
Information Sciences: an International Journal
On the exploitation of process mining for security audits: the process discovery case
Proceedings of the 28th Annual ACM Symposium on Applied Computing
Discovering block-structured process models from event logs - a constructive approach
PETRI NETS'13 Proceedings of the 34th international conference on Application and Theory of Petri Nets and Concurrency
A graph distance based metric for data oriented workflow retrieval with variable time constraints
Expert Systems with Applications: An International Journal
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Process mining aims at extracting information from event logs to capture the business process as it is being executed. Process mining is particularly useful in situations where events are recorded but there is no system enforcing people to work in a particular way. Consider for example a hospital where the diagnosis and treatment activities are recorded in the hospital information system, but where health-care professionals determine the "careflow." Many process mining approaches have been proposed in recent years. However, in spite of many researchers' persistent efforts, there are still several challenging problems to be solved. In this paper, we focus on mining non-free-choice constructs, i.e., situations where there is a mixture of choice and synchronization. Although most real-life processes exhibit non-free-choice behavior, existing algorithms are unable to adequately deal with such constructs. Using a Petri-net-based representation, we will show that there are two kinds of causal dependencies between tasks, i.e., explicit and implicit ones. We propose an algorithm that is able to deal with both kinds of dependencies. The algorithm has been implemented in the ProM framework and experimental results shows that the algorithm indeed significantly improves existing process mining techniques.