Stable and invariant adjusted profile likelihood and directed likelihood for curved exponential models

Abstract

SUMMARY For curved exponential models, the modified profile likelihood and the modified directed likelihood are approximated, with error 0(n -1 ) under ordinary repeated sampling, by explicitly defined and invariant quantities which do not require specification of an ancillary and which are stable in the sense of having the appropriate conditionality property with respect to any reasonable ancillary.