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A geometric formulation of fiducial probability

Abstract

The geometric formulation of fiducial probability employed in this paper is an improvement over the usual pivotal quantity formulation. For a single parameter and single observation, the new formulation is based on the geometric properties of an ordinary two variable function and its surface representation. The following theorem is proved: A fiducial distribution for the continuous parameter θ\theta exists if and only if (i) the continuous random probability distributions of xx for different θ\theta's are non-intersecting, and (ii) the random distributions are complete, i.e. at the extreme values of θ\theta the limiting probability distributions are zero and one for all xx. The proof yields also a complete characterization of random distributions that lead to fiducial distributions. The paper also treats intersecting distributions and non-intersecting incomplete distributions. The latter, which are frequently encountered in a null hypothesis, are shown to be associated with intersecting "composite" distributions. An appendix compares the pivotal and geometric formulations.

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