English

A new look at fiducial inference

Methodology 2025-09-19 v2 Statistics Theory Statistics Theory

Abstract

Since the idea of fiducial inference was put forward by Fisher, researchers have been attempting to place it within a rigorous and well motivated framework. It is fair to say that a general definition has remained elusive. In this paper we start with a representation of Bayesian posterior distributions provided by Doob that relies on martingales. This is explicit in defining how a true parameter value should depend on a random sample and hence an approach to "inverse probability" as originally conceived by Fisher. Taking this as our cue, we introduce a definition of fiducial inference that can be regarded as general.

Keywords

Cite

@article{arxiv.2504.19172,
  title  = {A new look at fiducial inference},
  author = {Pier Giovanni Bissiri and Chris Holmes and Stephen Walker},
  journal= {arXiv preprint arXiv:2504.19172},
  year   = {2025}
}

Comments

24 pages, 6 figures