Object-Centric Process Mining

Operational process monitoring: An object-centric approach

In business processes, an operational problem refers to a deviation and an inefficiency that prohibits an organization from reaching its goals, e.g., a delay in approving a purchase order in a Procure-To-Pay (P2P) process. Operational process …

Preserving Complex Object-Centric Graph Structures to Improve Machine Learning Tasks in Process Mining

Interactions of multiple processes and different objects can be captured using object-centric event data. Object-centric event data represent process executions as event graphs of interacting objects. When applying machine learning techniques to …

OCEL: A Standard for Object-Centric Event Logs

The application of process mining techniques to real-life information systems is often challenging. Considering a Purchase to Pay (P2P) process, several case notions such as order and item are involved, interacting with each other. Therefore, …