3 papers
cs.LG2025
From Source to Target: Leveraging Transfer Learning for Predictive Process Monitoring in Organizations
Sven Weinzierl, Sandra Zilker, Annina Liessmann +3
Event logs reflect the behavior of business processes that are mapped in organizational information systems. Predictive process monitoring (PPM) transforms these data into value by…
cs.LG2025
FairLoop: Software Support for Human-Centric Fairness in Predictive Business Process Monitoring
Felix Möhrlein, Martin Käppel, Julian Neuberger +4
Sensitive attributes like gender or age can lead to unfair predictions in machine learning tasks such as predictive business process monitoring, particularly when used without cons…
cs.LG2025
A Human-In-The-Loop Approach for Improving Fairness in Predictive Business Process Monitoring
Martin Käppel, Julian Neuberger, Felix Möhrlein +3
Predictive process monitoring enables organizations to proactively react and intervene in running instances of a business process. Given an incomplete process instance, predictions…