activity
20232026
collaborators

4 papers

stat.ME2026

Fair Policy Learning under Bipartite Network Interference: Learning Fair and Cost-Effective Environmental Policies

Raphael C. Kim, Rachel C. Nethery, Kevin L. Chen +1

Numerous studies have shown the harmful effects of airborne pollutants on human health. Vulnerable groups and communities often bear a disproportionately larger health burden due t…

cs.LG2024

Towards Optimal Environmental Policies: Policy Learning under Arbitrary Bipartite Network Interference

Raphael C. Kim, Falco J. Bargagli-Stoffi, Kevin L. Chen +1

The substantial effect of air pollution on cardiovascular disease and mortality burdens is well-established. Emissions-reducing interventions on coal-fired power plants -- a major…

stat.ME2024

Difference-in-Differences under Bipartite Network Interference: A Framework for Quasi-Experimental Assessment of the Effects of Environmental Policies on Health

Kevin L. Chen, Falco J. Bargagli-Stoffi, Raphael C. Kim +2

Pollution from coal-fired power plants has been linked to substantial health and mortality burdens in the US. In recent decades, federal regulatory policies have spurred efforts to…

stat.ME2023

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…