학술논문

Dirichlet Process, Simulation of
Document Type
Reference
Author
Source
Wiley StatsRef: Statistics Reference Online.
Subject
Dirichlet process mixture
Markov chain Monte Carlo
mixture modeling
Bayesian nonparametrics
hierarchical models
General & Introductory Statistics
Methods and Theory
Bayesian Inference
Language
English
Abstract
We describe the Dirichlet process and its basic implementation in Bayesian hierarchical modeling. In particular, we discuss Dirichlet process mixture models with emphasis on computational strategies for both conjugate and nonconjugate forms of these models in the context of Markov chain Monte Carlo simulation.

Online Access