Borkowski et al. 2018 — Event-based Failure Prediction in Distributed Processes

Targets distributed / choreographic business processes — cross-organisational settings where no central engine observes all events and rule-based failure prediction is impractical.

Contribution

Frames failure prediction over event streams from heterogeneous actors.
Demonstrates ML as a scalable alternative to rule-based prediction.
Evaluates on a real-world cross-organisation test dataset.

Significance

Connects PPM to the choreography / inter-organisational dimension that the APM Manifesto identifies as a key research direction ("processes rarely exist in isolation" — see sources/2026-calvanese-agentic-bpm-manifesto challenge M3).

Connections

Concepts: concepts/predictive-process-monitoring · concepts/outcome-prediction Authors: entities/stefanie-rinderle-ma