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Corwin M. Zigler

1 accepted papers

2023

Weather2vec: Representation Learning for Causal Inference with Non-local Confounding in Air Pollution and Climate Studies

AAAI 2023technical

Estimating the causal effects of a spatially-varying intervention on a spatially-varying outcome may be subject to non-local confounding (NLC), a phenomenon that can bias estimates when the treatments and outcomes of a given unit are dictated in part by the covariates of other nearby units. In parti…