随机测度的先验分布

Q4 Mathematics
Nguyen Bac-Van
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引用次数: 0

摘要

. 我们知道,来自Borel空间的无限的、可交换的观测序列,特别是波兰的观测序列,是由这个空间上几乎肯定的唯一的随机概率测度所支撑的,这样,在它的条件下,观测是独立的,并且与该测度相同分布。该随机测度的分布就是贝叶斯推理中涉及的先验分布。本文证明了在起始波兰空间上的Borel概率测度空间中,由窄拓扑生成的σ -场上的Radon概率测度的先验分布是无限可交换的波兰空间观测序列下的唯一随机测度。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The prior distribution of a random measure
. It is known that an infinite, exchangeable sequence of observations from a Borel space, in particular a Polish one, is underlain by an almost surely (a.s.) unique random probability measure on this space such that, conditioned on it, the observations are independent and identically distributed with that measure. The distribution of that random measure is the prior distribution involved in Bayes inference. The present paper proves that the prior distribution of the a.s. unique random measure underlying an infinite, exchangeable sequence of observations from a Polish space is a Radon probability measure on the σ -field generated by the narrow topology in the space of Borel probability measures on the starting Polish space.
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来源期刊
Applicationes Mathematicae
Applicationes Mathematicae Mathematics-Applied Mathematics
CiteScore
0.30
自引率
0.00%
发文量
7
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