Adept_flex—Supporting Dynamic Changes of Workflows Without Losing Control
Journal of Intelligent Information Systems - Special issue on workflow management systems
Software process validation: quantitatively measuring the correspondence of a process to a model
ACM Transactions on Software Engineering and Methodology (TOSEM)
Pockets of Flexibility in Workflow Specification
ER '01 Proceedings of the 20th International Conference on Conceptual Modeling: Conceptual Modeling
Genetic process mining: an experimental evaluation
Data Mining and Knowledge Discovery
Conformance checking of processes based on monitoring real behavior
Information Systems
Correcting Deadlocking Service Choreographies Using a Simulation-Based Graph Edit Distance
BPM '08 Proceedings of the 6th International Conference on Business Process Management
Using minimum description length for process mining
Proceedings of the 2009 ACM symposium on Applied Computing
Robust Process Discovery with Artificial Negative Events
The Journal of Machine Learning Research
Graph Matching Algorithms for Business Process Model Similarity Search
BPM '09 Proceedings of the 7th International Conference on Business Process Management
Discovering Reference Models by Mining Process Variants Using a Heuristic Approach
BPM '09 Proceedings of the 7th International Conference on Business Process Management
Process Discovery using Integer Linear Programming
Fundamenta Informaticae - Petri Nets 2008
A fresh look at precision in process conformance
BPM'10 Proceedings of the 8th international conference on Business process management
Time prediction based on process mining
Information Systems
Process Mining: Discovery, Conformance and Enhancement of Business Processes
Process Mining: Discovery, Conformance and Enhancement of Business Processes
Automated error correction of business process models
BPM'11 Proceedings of the 9th international conference on Business process management
Simplifying mined process models: an approach based on unfoldings
BPM'11 Proceedings of the 9th international conference on Business process management
Process diagnostics using trace alignment: Opportunities, issues, and challenges
Information Systems
Conformance Checking Using Cost-Based Fitness Analysis
EDOC '11 Proceedings of the 2011 IEEE 15th International Enterprise Distributed Object Computing Conference
Replaying history on process models for conformance checking and performance analysis
Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery
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
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Process mining techniques relate observed behavior (i.e., event logs) to modeled behavior (e.g., a BPMN model or a Petri net). Processes models can be discovered from event logs and conformance checking techniques can be used to detect and diagnose differences between observed and modeled behavior. Existing process mining techniques can only uncover these differences, but the actual repair of the model is left to the user and is not supported. In this paper we investigate the problem of repairing a process model w.r.t. a log such that the resulting model can replay the log (i.e., conforms to it) and is as similar as possible to the original model. To solve the problem, we use an existing conformance checker that aligns the runs of the given process model to the traces in the log. Based on this information, we decompose the log into several sublogs of non-fitting subtraces. For each sublog, a subprocess is derived that is then added to the original model at the appropriate location. The approach is implemented in the process mining toolkit ProM and has been validated on logs and models from Dutch municipalities.