24 citations · 26 across the 4 of their papers we have counts for
4 papers
Environmental Justice Implications of Power Plant Emissions Control Policies: Heterogeneous Causal Effect Estimation under Bipartite Network Interference
Kevin L. Chen, Falco J. Bargagli Stoffi, Raphael C. Kim +1
Emissions generators, such as coal-fired power plants, are key contributors to air pollution and thus environmental policies to reduce their emissions have been proposed. Furthermo…
Assessing Sensitivity of Machine Learning Predictions.A Novel Toolbox with an Application to Financial Literacy
Falco J. Bargagli Stoffi, Kenneth De Beckker, Joana E. Maldonado +1
Despite their popularity, machine learning predictions are sensitive to potential unobserved predictors. This paper proposes a general algorithm that assesses how the omission of a…
Supervised learning for the prediction of firm dynamics
Falco J. Bargagli-Stoffi, Jan Niederreiter, Massimo Riccaboni
Thanks to the increasing availability of granular, yet high-dimensional, firm level data, machine learning (ML) algorithms have been successfully applied to address multiple resear…
Estimating Heterogeneous Causal Effects in the Presence of Irregular Assignment Mechanisms
Falco J. Bargagli-Stoffi, Giorgio Gnecco
This paper provides a link between causal inference and machine learning techniques - specifically, Classification and Regression Trees (CART) - in observational studies where the…