Inference at the data's edge: Gaussian processes for modeling and inference under model-dependency, poor overlap, and extrapolation

Soonhong Cho, Doeun Kim, Chad Hazlett

Many inferential tasks involve fitting models to observed data and predicting outcomes at new covariate values, requiring interpolation or extrapolation. Conventional methods selec…