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引用次数: 12

摘要

定义了有限对象集合分区上的一类分布。一个特定分区的概率是该分区的集群函数的乘积,乘积在所有集群上运行。这个类包含中国餐馆流程作为一个特例。这类分布的模拟是通过座席概率来描述的,座席概率给出了将新对象加入现有集群的条件概率。给出了贝叶斯混合模型的实例。
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WEIGHTED CHINESE RESTAURANT PROCESSES
A class of distributions on partitions of a finite collection of objects is defined. The probability of a specific partition is a product of functions of clusters of the partition with the product running over all clusters. This class contains Chinese restaurant processes as a special case. The simulation of a distribution in this class is described through the seating probability that gives the conditional probability of joining a new object to an existing cluster. Examples in Bayesian mixture models are given.
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