Increasing the Replicability for Linear Models via Adaptive Significance Levels

D. Vélez, M. E. Pérez, L. R. Pericchi

We put forward an adaptive alpha (Type I Error) that decreases as the information grows, for hypothesis tests in which nested linear models are compared. A less elaborate adaptatio…