C4.5: programs for machine learning
C4.5: programs for machine learning
Learning decision tree classifiers
ACM Computing Surveys (CSUR)
Discovering models of software processes from event-based data
ACM Transactions on Software Engineering and Methodology (TOSEM)
Principles of data mining
Machine Learning
Inductive Logic Programming: Techniques and Applications
Inductive Logic Programming: Techniques and Applications
A Machine Learning Approach to Workflow Management
ECML '00 Proceedings of the 11th European Conference on Machine Learning
Workflow mining: a survey of issues and approaches
Data & Knowledge Engineering
Simplifying decision trees: A survey
The Knowledge Engineering Review
Process mining: a research agenda
Computers in Industry - Special issue: Process/workflow mining
Mining exact models of concurrent workflows
Computers in Industry - Special issue: Process/workflow mining
Organizational Management in Workflow Applications – Issues and Perspectives
Information Technology and Management
Workflow Mining: Discovering Process Models from Event Logs
IEEE Transactions on Knowledge and Data Engineering
Generating a process model from a process audit log
BPM'03 Proceedings of the 2003 international conference on Business process management
Balancing flexibility and security in adaptive process management systems
OTM'05 Proceedings of the 2005 Confederated international conference on On the Move to Meaningful Internet Systems - Volume >Part I
On the controlled evolution of access rules in cooperative information systems
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
A machine learning approach to semi-automating workflow staff assignment
Proceedings of the 2007 ACM symposium on Applied computing
A semi-automatic approach for workflow staff assignment
Computers in Industry
Towards comprehensive support for organizational mining
Decision Support Systems
Information Systems
Process Mining towards Semantics
Advances in Web Semantics I
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
Comprehensive life cycle support for access rules in information systems: the CEOSIS project
Enterprise Information Systems - Towards Model-driven Service-oriented Enterprise Computing - 12th International IEEE EDOC Enterprise Computing Conference (EDOC 2008)
Process mining as first-order classification learning on logs with negative events
BPM'07 Proceedings of the 2007 international conference on Business process management
A formal framework for adaptive access control models
Journal on data semantics IX
Agent assignment for process management: agent performance evaluation
Proceedings of the 7th International Conference on Frontiers of Information Technology
An adaptive work distribution mechanism based on reinforcement learning
Expert Systems with Applications: An International Journal
Reinforcement learning based resource allocation in business process management
Data & Knowledge Engineering
Mining association rules to support resource allocation in business process management
Expert Systems with Applications: An International Journal
BPM'06 Proceedings of the 4th international conference on Business Process Management
Proceedings of the 2nd ACM SIGHIT International Health Informatics Symposium
Resource behavior measure and application in business process management
Expert Systems with Applications: An International Journal
Analysis of multi-agent interactions with process mining techniques
MATES'06 Proceedings of the 4th German conference on Multiagent System Technologies
Mining event logs to support workflow resource allocation
Knowledge-Based Systems
ICSOC'12 Proceedings of the 10th international conference on Service-Oriented Computing
Domain driven data mining in human resource management: A review of current research
Expert Systems with Applications: An International Journal
Multidimensional process mining: a flexible analysis approach for health services research
Proceedings of the Joint EDBT/ICDT 2013 Workshops
Information and Software Technology
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Process mining offers methods and techniques for capturing process behaviour from log data of past process executions. Although many promising approaches on mining the control flow have been published, no attempt has been made to mine the staff assignment situation of business processes. In this paper, we introduce the problem of mining staff assignment rules using history data and organisational information (e.g., an organisational model) as input. We show that this task can be considered an inductive learning problem and adapt a decision tree learning approach to derive staff assignment rules. In contrast to rules acquired by traditional techniques (e.g., questionnaires) the thus derived rules are objective and show the staff assignment situation at hand. Therefore, they can help to better understand the process. Moreover, the rules can be used as input for further analysis, e.g., workload balance analysis or delta analysis. This paper presents the current state of our work and points out some challenges for future research.