51 citations · 145 across the 32 of their papers we have counts for
4 papers · 1 filter
Identification and estimation of treatment and interference effects in observational studies on networks
Laura Forastiere, Edoardo M. Airoldi, Fabrizia Mealli
Causal inference on a population of units connected through a network often presents technical challenges, including how to account for interference. In the presence of local inter…
Potential outcome approach to causal inference in assessing the short term impact of air pollution on mortality
Michela Baccini, Alessandra Mattei, Fabrizia Mealli +2
The opportunity to assess short term impact of air pollution relies on the causal interpretation of the exposure-outcome association, but up to now few studies explicitly faced thi…
Bayesian Inference for Sequential Treatments under Latent Sequential Ignorability
Federico Ricciardi, Alessandra Mattei, Fabrizia Mealli
We focus on causal inference for longitudinal treatments, where units are assigned to treatments at multiple time points, aiming to assess the effect of different treatment sequenc…
Principal Score Methods: Assumptions and Extensions
Avi Feller, Fabrizia Mealli, Luke Miratrix
Researchers addressing post-treatment complications in randomized trials often turn to principal stratification to define relevant assumptions and quantities of interest. One appro…