On asymptotically optimal tests under loss of identifiability in semiparametric models

Rui Song, Michael R. Kosorok, Jason P. Fine

We consider tests of hypotheses when the parameters are not identifiable under the null in semiparametric models, where regularity conditions for profile likelihood theory fail. Ex…