English

Exchangeable sequences driven by an absolutely continuous random measure

Probability 2013-07-09 v1

Abstract

Let SS be a Polish space and (Xn:n1)(X_n:n\geq1) an exchangeable sequence of SS-valued random variables. Let αn()=P(Xn+1X1,.˙.,Xn)\alpha_n(\cdot)=P(X_{n+1}\in \cdot\mid X_1,\...,X_n) be the predictive measure and α\alpha a random probability measure on SS such that αnweakα\alpha_n\stackrel{\mathrm{weak}}{\longrightarrow}\alpha a.s. Two (related) problems are addressed. One is to give conditions for αλ\alpha\ll\lambda a.s., where λ\lambda is a (nonrandom) σ\sigma-finite Borel measure on SS. Such conditions should concern the finite dimensional distributions L(X1,.˙.,Xn)\mathcal {L}(X_1,\...,X_n), n1n\geq1, only. The other problem is to investigate whether \alphanαa.s.0\Vert\alp ha_n-\alpha\Vert\stackrel{\mathrm{a.s.}}{\longrightarrow}0, where \Vert\cdot\Vert is total variation norm. Various results are obtained. Some of them do not require exchangeability, but hold under the weaker assumption that (Xn)(X_n) is conditionally identically distributed, in the sense of [Ann. Probab. 32 (2004) 2029-2052].

Keywords

Cite

@article{arxiv.1307.2039,
  title  = {Exchangeable sequences driven by an absolutely continuous random measure},
  author = {Patrizia Berti and Luca Pratelli and Pietro Rigo},
  journal= {arXiv preprint arXiv:1307.2039},
  year   = {2013}
}

Comments

Published in at http://dx.doi.org/10.1214/12-AOP786 the Annals of Probability (http://www.imstat.org/aop/) by the Institute of Mathematical Statistics (http://www.imstat.org)

R2 v1 2026-06-22T00:47:21.866Z