42 citations · 95 across the 11 of their papers we have counts for
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cs.LG2023
Causal Estimation of Exposure Shifts with Neural Networks
Mauricio Tec, Kevin Josey, Oladimeji Mudele +1
A fundamental task in causal inference is estimating the effect of distribution shift in the treatment variable. We refer to this problem as shift-response function (SRF) estimatio…
math.ST2023
An empirical process framework for covariate balance in causal inference
Efrén Cruz Cortés, Kevin Josey, Fan Yang +1
We propose a new perspective for the evaluation of matching procedures by considering the complexity of the function class they belong to. Under this perspective we provide theoret…