Designing monitoring strategies for deployed machine learning algorithms: navigating performativity through a causal lens

Jean Feng, Adarsh Subbaswamy, Alexej Gossmann +7

After a machine learning (ML)-based system is deployed, monitoring its performance is important to ensure the safety and effectiveness of the algorithm over time. When an ML algori…