On a representation theorem for finitely exchangeable random vectors



Janson, Svante, Konstantopoulos, Takis and Yuan, Linglong ORCID: 0000-0002-7851-1631
(2016) On a representation theorem for finitely exchangeable random vectors. Journal of Mathematical Analysis and Applications, 442 (2). pp. 703-714.

[img] Text
1410.1777v3.pdf - Submitted version

Download (200kB) | Preview

Abstract

A random vector $X=(X_1,\ldots,X_n)$ with the $X_i$ taking values in an arbitrary measurable space $(S, \mathscr{S})$ is exchangeable if its law is the same as that of $(X_{\sigma(1)}, \ldots, X_{\sigma(n)})$ for any permutation $\sigma$. We give an alternative and shorter proof of the representation result (Jaynes \cite{Jay86} and Kerns and Sz\'ekely \cite{KS06}) stating that the law of $X$ is a mixture of product probability measures with respect to a signed mixing measure. The result is "finitistic" in nature meaning that it is a matter of linear algebra for finite $S$. The passing from finite $S$ to an arbitrary one may pose some measure-theoretic difficulties which are avoided by our proof. The mixing signed measure is not unique (examples are given), but we pay more attention to the one constructed in the proof ("canonical mixing measure") by pointing out some of its characteristics. The mixing measure is, in general, defined on the space of probability measures on $S$, but for $S=\mathbb{R}$, one can choose a mixing measure on $\mathbb{R}^n$.

Item Type: Article
Additional Information: We here give an alternative proof of the measurability of the random signed-measure underlying the construction. We also add an independent proof of the main algebraic fact used in the paper. Title updated
Uncontrolled Keywords: Signed measure, Measurable space, Point measure, Exchangeable, Symmetric, Homogeneous polynomial
Depositing User: Symplectic Admin
Date Deposited: 01 Apr 2020 10:37
Last Modified: 18 Jan 2023 23:56
DOI: 10.1016/j.jmaa.2016.04.070
Related URLs:
URI: https://livrepository.liverpool.ac.uk/id/eprint/3081344