Modeling Shipping Emissions: Machine Learning, Engineering, and Policy Counterfactuals

Hiroyuki Kasahara, Allen Peters, Oliver Xu

Machine learning predicts outcomes well, but predictive accuracy does not ensure reliable counterfactual responses. We examine how to combine machine learning and theory for measur…