Finite Sample Confidence Regions for Linear Regression Parameters Using Arbitrary Predictors

Charles Guille-Escuret, Eugene Ndiaye

We explore a novel methodology for constructing confidence regions for parameters of linear models, using predictions from any arbitrary predictor. Our framework requires minimal a…