Decision-aware Training of Spatiotemporal Forecasting Models to Select a Top-K Subset of Sites for Intervention

Kyle Heuton; Frederick Muench; Shikhar Shrestha; Thomas J. Stopka; Michael C Hughes

2025 ICML ICML 2025

Decision-aware Training of Spatiotemporal Forecasting Models to Select a Top-K Subset of Sites for Intervention

Abstract

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Authors

Kyle Heuton, Frederick Muench, Shikhar Shrestha, Thomas J. Stopka, Michael C Hughes

Topics

Artificial Intelligence > Bayesian & Probabilistic > Probabilistic Modeling Machine Learning > Optimization & Theory > Bayesian Inference Data Science & Analytics > Applications > Risk Management

Keywords

decision theory probabilistic model interventions event count fraction of best possible reach top-k subset

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