The fiducial argument was introduced by Fisher in order to obtain distributions for unknown parameters without the need of a bayesian perspective. In recent years, a certain interest has grown for fiducial inference. In this paper we are using a result obtained by Petrone and Veronese in order to construct a fiducial distribution for the parameter of a discrete or continuous real exponential family in a simple and quite general manner. We identify the families for which a fiducial distribution can be seen as a posterior with respect to a (improper) prior, thus completing previous results by Lindley and we demonstrate that such a prior belongs to the conjugate family. Some further results on the fiducial distribution are discussed.

Fiducial Distributions for Real Exponential Families

MELILLI, EUGENIO;VERONESE, PIERO
2012

Abstract

The fiducial argument was introduced by Fisher in order to obtain distributions for unknown parameters without the need of a bayesian perspective. In recent years, a certain interest has grown for fiducial inference. In this paper we are using a result obtained by Petrone and Veronese in order to construct a fiducial distribution for the parameter of a discrete or continuous real exponential family in a simple and quite general manner. We identify the families for which a fiducial distribution can be seen as a posterior with respect to a (improper) prior, thus completing previous results by Lindley and we demonstrate that such a prior belongs to the conjugate family. Some further results on the fiducial distribution are discussed.
2012
9788861298828
Proceedings of the XLVI Scientific Meeting of the Italian Statistical Society
Melilli, Eugenio; Veronese, Piero
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11565/3743857
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