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Generalized Poisson--Dirichlet Distributions Based on the Dickman Subordinator
Journal article   Peer reviewed

Generalized Poisson--Dirichlet Distributions Based on the Dickman Subordinator

R. Maller and S. Shemehsavar
Theory of probability and its applications, Vol.67(4), pp.593-612
2023

Abstract

Mathematics Physical Sciences Science & Technology Statistics & Probability
We study exchangeable random partitions based on an underlying Dickman subordinator and the corresponding family of Poisson-Dirichlet distributions. The large sample distribution of the vector representing the block sizes and the number of blocks in a partition of {1, 2, ... , n} is shown to be, after norming and centering, a product of independent Poissons and a normal distribution. In a species or gene sampling situation, these quantities represent the abundances and the numbers of species or genes observed in a sample of size n from the corresponding Poisson-Dirichlet distribution. We include a summary of known convergence results concerning the Dickman subordinator in this context.

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Domestic collaboration
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Citation topics
9 Mathematics
9.50 Applied Statistics & Probability
9.50.372 Stochastic Processes
Web Of Science research areas
Statistics & Probability
ESI research areas
Mathematics
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