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On the distribution of random Dirichlet jumps

机译:关于随机狄利克雷跳的分布

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摘要

The Dirichlet process has been extensively studied over the last thirty years, along with various generalisations, and remains a fundamental tool for non-parametric Bayesian statistics. The probabilistic structure of its jumps has not drawn so much attention in those contexts, however, but has been examined in somewhat unrelated literature, ranging from probabilistic number theory, population genetics, mathematical ecology, and size-biased sampling theory. This paper connects some of these theories and results, using a limit type characterisation of the Dirichlet process and an invariance property of a particular representation of its jumps. These in particular allow simpler derivation of some of the previous results in the literature. Some new results are also reached.
机译:在过去的三十年中,狄利克雷(Dirichlet)过程以及各种概化得到了广泛的研究,并且仍然是非参数贝叶斯统计的基本工具。然而,在这些情况下跳跃跃迁的概率结构并没有引起太多关注,但是已经在一些无关的文献中进行了研究,这些文献包括概率数论,种群遗传学,数学生态学和偏倚抽样理论。本文使用Dirichlet过程的极限类型表征和其跳跃的特定表示的不变性,将其中的一些理论和结果联系起来。这些尤其允许更简单地得出文献中某些先前的结果。还获得了一些新结果。

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