AINeutralarXiv – CS AI · 6h ago5/10
🧠
SCOPE: Sequential Causal Optimization of Process Interventions
Researchers introduce SCOPE, a new machine learning approach for Prescriptive Process Monitoring that optimizes sequential business interventions using causal inference rather than simulation-based reinforcement learning. The method addresses a critical gap in existing systems by accounting for how multiple interventions interact over time while working directly with observational data, demonstrated through testing on synthetic and semi-synthetic datasets.