FIDUCIAL THEORY AND OPTIMAL INFERENCE

Citation
Gunnar Taraldsen et Bo Henry Lindqvist, FIDUCIAL THEORY AND OPTIMAL INFERENCE, Annals of statistics , 41(1), 2013, pp. 323-341
Journal title
ISSN journal
00905364
Volume
41
Issue
1
Year of publication
2013
Pages
323 - 341
Database
ACNP
SICI code
Abstract
It is shown that the fiducial distribution in a group model, or more generally a quasigroup model, determines the optimal equivariant frequentist inference procedures. The proof does not rely on existence of invariant measures, and generalizes results corresponding to the choice of the right Haar measure as a Bayesian prior. Classical and more recent examples show that fiducial arguments can be used to give good candidates for exact or approximate confidence distributions. It is here suggested that the fiducial algorithm can be considered as an alternative to the Bayesian algorithm for the construction of good frequentist inference procedures more generally.