Communications of the ACM - Special issue on analysis and modeling in software development
C4.5: programs for machine learning
C4.5: programs for machine learning
Automating process discovery through event-data analysis
Proceedings of the 17th international conference on Software engineering
Discovery of Frequent Episodes in Event Sequences
Data Mining and Knowledge Discovery
Mining Sequential Patterns: Generalizations and Performance Improvements
EDBT '96 Proceedings of the 5th International Conference on Extending Database Technology: Advances in Database Technology
Mining Process Models from Workflow Logs
EDBT '98 Proceedings of the 6th International Conference on Extending Database Technology: Advances in Database Technology
Learning Stochastic Regular Grammars by Means of a State Merging Method
ICGI '94 Proceedings of the Second International Colloquium on Grammatical Inference and Applications
DEXA '98 Proceedings of the 9th International Workshop on Database and Expert Systems Applications
A Learning Component for Workflow Management Systems
HICSS '98 Proceedings of the Thirty-First Annual Hawaii International Conference on System Sciences-Volume 7 - Volume 7
Discovering Workflow Performance Models from Timed Logs
EDCIS '02 Proceedings of the First International Conference on Engineering and Deployment of Cooperative Information Systems
Constructing Libraries of Typical Plans
CAiSE '01 Proceedings of the 13th International Conference on Advanced Information Systems Engineering
Process Mining: Discovering Direct Successors in Process Logs
DS '02 Proceedings of the 5th International Conference on Discovery Science
Discovering thread interactions in a concurrent system
Journal of Systems and Software - Special issue: Software reverse engineering
Discovery, Verification and Conformance of Workflows with Cancellation
ICGT '08 Proceedings of the 4th international conference on Graph Transformations
Translating Message Sequence Charts to other Process Languages Using Process Mining
Transactions on Petri Nets and Other Models of Concurrency I
Process-Aware Information Systems: Lessons to Be Learned from Process Mining
Transactions on Petri Nets and Other Models of Concurrency II
Time prediction based on process mining
Information Systems
Inducing decision trees from medical decision processes
KR4HC'10 Proceedings of the ECAI 2010 conference on Knowledge representation for health-care
A new method for business process mining based on state equation
WISS'10 Proceedings of the 2010 international conference on Web information systems engineering
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
BPM'06 Proceedings of the 4th international conference on Business Process Management
Proceedings of the 2nd ACM SIGHIT International Health Informatics Symposium
Towards mining structural workflow patterns
DEXA'05 Proceedings of the 16th international conference on Database and Expert Systems Applications
Mining workflow recovery from event based logs
BPM'05 Proceedings of the 3rd international conference on Business Process Management
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
A bottom-up workflow mining approach for workflow applications analysis
DEECS'06 Proceedings of the Second international conference on Data Engineering Issues in E-Commerce and Services
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
Mining staff assignment rules from event-based data
BPM'05 Proceedings of the Third international conference on Business Process Management
Genetic process mining: a basic approach and its challenges
BPM'05 Proceedings of the Third international conference on Business Process Management
Process Mining: Overview and Opportunities
ACM Transactions on Management Information Systems (TMIS)
Discovering process models from event multiset
Expert Systems with Applications: An International Journal
A Logic Framework for Incremental Learning of Process Models
Fundamenta Informaticae
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There has recently been some interest in applying machine learning techniques to support the acquisition and adaptation of workflow models. The different learning algorithms, that have been proposed, share some restrictions, which may prevent them from being used in practice. Approaches applying techniques from grammatical inference are restricted to sequential workflows. Other algorithms allowing concurrency require unique activity nodes. This contribution shows how the basic principle of our previous approach to sequential workflow induction can be generalized, so that it is able to deal with concurrency. It does not require unique activity nodes. The presented approach uses a log-likelihood guided search in the space of workflow models, that starts with a most general workflow model containing unique activity nodes. Two split operators are available for specialization.