C4.5: programs for machine learning
C4.5: programs for machine learning
Machine Learning
Workflow mining: a survey of issues and approaches
Data & Knowledge Engineering
Computers in Industry - Special issue: Process/workflow mining
Workflow Mining: Discovering Process Models from Event Logs
IEEE Transactions on Knowledge and Data Engineering
Data Mining: Practical Machine Learning Tools and Techniques, Second Edition (Morgan Kaufmann Series in Data Management 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
Mining staff assignment rules from event-based data
BPM'05 Proceedings of the Third international conference on Business Process Management
Efficient ticket routing by resolution sequence mining
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Towards comprehensive support for organizational mining
Decision Support Systems
Information Systems
Process Mining towards Semantics
Advances in Web Semantics I
Process-Aware Information Systems: Lessons to Be Learned from Process Mining
Transactions on Petri Nets and Other Models of Concurrency II
An initial approach to mining multiple perspectives of a business process
The Fifth Richard Tapia Celebration of Diversity in Computing Conference: Intellect, Initiatives, Insight, and Innovations
CHANGEMINER: a solution for discovering IT change templates from past execution traces
IM'09 Proceedings of the 11th IFIP/IEEE international conference on Symposium on Integrated Network Management
Role-based decision mining for multiagent emergency response management
AIS-ADM'07 Proceedings of the 2nd international conference on Autonomous intelligent systems: agents and data mining
Rapid business process discovery (R-BPD)
ER'07 Proceedings of the 26th international conference on Conceptual modeling
Process mining as first-order classification learning on logs with negative events
BPM'07 Proceedings of the 2007 international conference on Business process management
Identificação de regras de negócio utilizando mineração de processos
Companion Proceedings of the XIV Brazilian Symposium on Multimedia and the Web
Process discovery: capturing the invisible
IEEE Computational Intelligence Magazine
Mining process models with prime invisible tasks
Data & Knowledge Engineering
Towards detailed software artifact specification with SPEMArti
Proceedings of the 2011 International Conference on Software and Systems Process
Next best step and expert recommendation for collaborative processes in it service management
BPM'11 Proceedings of the 9th international conference on Business process management
Change mining in adaptive process management systems
ODBASE'06/OTM'06 Proceedings of the 2006 Confederated international conference on On the Move to Meaningful Internet Systems: CoopIS, DOA, GADA, and ODBASE - Volume Part I
Assessing medical treatment compliance based on formal process modeling
USAB'11 Proceedings of the 7th conference on Workgroup Human-Computer Interaction and Usability Engineering of the Austrian Computer Society: information Quality in e-Health
Process Mining: Overview and Opportunities
ACM Transactions on Management Information Systems (TMIS)
Data & Knowledge Engineering
CAiSE'12 Proceedings of the 24th international conference on Advanced Information Systems Engineering
A framework for application of tree-structured data mining to process log analysis
IDEAL'12 Proceedings of the 13th international conference on Intelligent Data Engineering and Automated Learning
Process-centric IT in Practice: Mobilizing IT through Business Process Management
Journal of Cases on Information Technology
Discovering branching conditions from business process execution logs
FASE'13 Proceedings of the 16th international conference on Fundamental Approaches to Software Engineering
Data-aware process mining: discovering decisions in processes using alignments
Proceedings of the 28th Annual ACM Symposium on Applied Computing
On the exploitation of process mining for security audits: the process discovery case
Proceedings of the 28th Annual ACM Symposium on Applied Computing
Business process regulatory compliance management solution frameworks: a comparative evaluation
APCCM '12 Proceedings of the Eighth Asia-Pacific Conference on Conceptual Modelling - Volume 130
Application of tree-structured data mining for analysis of process logs in XML format
AusDM '12 Proceedings of the Tenth Australasian Data Mining Conference - Volume 134
Business process mining from e-commerce web logs
BPM'13 Proceedings of the 11th international conference on Business Process Management
Discovering data-aware declarative process models from event logs
BPM'13 Proceedings of the 11th international conference on Business Process Management
Decomposing Petri nets for process mining: A generic approach
Distributed and Parallel Databases
Process Discovery and Conformance Checking Using Passages
Fundamenta Informaticae - Application and Theory of Petri Nets and Concurrency, 2012
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Process-aware Information Systems typically log events (e.g., in transaction logs or audit trails) related to the actual business process executions. Proper analysis of these execution logs can yield important knowledge that can help organizations to improve the quality of their services. Starting from a process model, which can be discovered by conventional process mining algorithms, we analyze how data attributes influence the choices made in the process based on past process executions. Decision mining, also referred to as decision point analysis, aims at the detection of data dependencies that affect the routing of a case. In this paper we describe how machine learning techniques can be leveraged for this purpose, and we present a Decision Miner implemented within the ProM framework.