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

METHODOLOGY AND COMPUTING IN APPLIED PROBABILITY(2023)

引用 0|浏览0
暂无评分
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.
更多
查看译文
关键词
Blackwell-McQueen scheme,Dirichlet process,Distinct values,Random weights,Stick-breaking construction
AI 理解论文
溯源树
样例
生成溯源树,研究论文发展脉络
Chat Paper
正在生成论文摘要