Is infinity that far? A Bayesian nonparametric perspective of finite mixture models
Author:
Affiliation:
1. Department of Economics, Università degli Studi di Bergamo
2. Yong Loo Lin School of Medicine, National University of Singapore
Publisher
Institute of Mathematical Statistics
Subject
Statistics, Probability and Uncertainty,Statistics and Probability
Reference50 articles.
1. Frühwirth-Schnatter, S. (2006). Finite Mixture and Markov Switching Models. Springer Series in Statistics. Springer, New York.
2. Miller, J. W. and Harrison, M. T. (2018). Mixture models with a prior on the number of components. J. Amer. Statist. Assoc. 113 340–356.
3. Rousseau, J. and Mengersen, K. (2011). Asymptotic behaviour of the posterior distribution in overfitted mixture models. J. R. Stat. Soc. Ser. B. Stat. Methodol. 73 689–710.
4. Stephens, M. (2000). Bayesian analysis of mixture models with an unknown number of components—an alternative to reversible jump methods. Ann. Statist. 28 40–74.
5. Frühwirth-Schnatter, S. and Malsiner-Walli, G. (2019). From here to infinity: Sparse finite versus Dirichlet process mixtures in model-based clustering. Adv. Data Anal. Classif. 13 33–64.
Cited by 13 articles. 订阅此论文施引文献 订阅此论文施引文献，注册后可以免费订阅5篇论文的施引文献，订阅后可以查看论文全部施引文献
1. Bayesian mixture models (in)consistency for the number of clusters;Scandinavian Journal of Statistics;2024-07-23
2. Clustering blood donors via mixtures of product partition models with covariates;Biometrics;2024-01-29
3. Full uncertainty analysis for Bayesian nonparametric mixture models;Computational Statistics & Data Analysis;2024-01
4. A Tree Perspective on Stick-Breaking Models in Covariate-Dependent Mixtures;Bayesian Analysis;2024-01-01
5. Bayesian Nonparametrics and Mixture Modelling;Flexible Nonparametric Curve Estimation;2024
1.学者识别学者识别
2.学术分析学术分析
3.人才评估人才评估
"同舟云学术"是以全球学者为主线，采集、加工和组织学术论文而形成的新型学术文献查询和分析系统，可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容，当前同舟云学术共收录了国内外主流学术期刊6万余种，收集的期刊论文及会议论文总量共计约1.5亿篇，并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询！咨询电话：010-8811{复制后删除}0370
www.globalauthorid.com
TOP
Copyright © 2019-2024 北京同舟云网络信息技术有限公司 京公网安备11010802033243号 京ICP备18003416号-3