[期刊论文][Article]


Construction of Jointly Distributed Random Samples Drawn from the Beta Two-Parameter Process

作   者:
Hassan Akell;Farkhondeh-Alsadat Sajadi;Iraj Kazemi;

出版年:2023

页     码:1 - 12
出版社:Springer Nature


摘   要:

Several extensions of the familiar Dirichlet process have been widely investigated to nonparametric Bayesian model fittings parallel with appealing subsequent studies on their particular properties. This paper presents an explicit form for the joint distribution of drawn samples from the beta two-parameter process using an extension of stick-breaking construction. In particular, we evaluate the joint distribution of a random sequence for a specific process case and compare it with the Blackwell-MacQueen process. We obtain moments of the beta two-parameter process and present a formula for the number of distinct values in the sample. We establish the precision ratio and explore its effect on this number.



关键字:

Blackwell-McQueen scheme; Dirichlet process; Distinct values; Random weights; Stick-breaking construction; 60E05; 62E15


所属期刊
Methodology and Computing in Applied Probability
ISSN: 1387-5841
来自:Springer Nature