Confidence Regions Near Singular Information and Boundary Points With Applications to Mixed Models

Karl Oskar Ekvall, Matteo Bottai

We propose confidence regions with asymptotically correct uniform coverage probability of parameters whose Fisher information matrix can be singular at important points of the para…