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Breaking Down Barriers with Knowledge Graphs: Data Integration for Cross-Organizational Process Mining

  • Julian Rott,
  • Rene Dorsch,
  • Michael Freund,
  • Markus Böhm,
  • Andreas Harth,
  • Helmut Krcmar

摘要

Cross-organizational process mining (coPM) with data from at least two organizations assists cooperating organizations in optimizing their operations by enabling an in-depth and continuous process analysis. As coPM faces unique challenges and is rarely applied, we followed a design science-based approach and developed a three-step extension to the PM project methodology to integrate data across organizational boundaries. Each organization first creates a local event data knowledge graph (KG). Second, a trusted third party integrates all local KGs into a global KG. Third, a federated event log and process knowledge are retrieved for coPM analysis. Overall, we present the first version of a methodology to support data integration for coPM, thereby assisting researchers and practitioners in unlocking value potentials from coPM analysis.