Bayesian nonparametric mixture inconsistency for the number of
components: How worried should we be in practice?

Bayesian nonparametric mixture inconsistency for the number of components: How worried should we be in practice?

29 July 2022

Yannis Chaumeny

Johan Van der Molen Moris

Paul D. W. Kirk

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Papers citing "Bayesian nonparametric mixture inconsistency for the number of components: How worried should we be in practice?"

12 / 12 papers shown

Title
Extended Stochastic Block Models with Application to Criminal Networks Sirio Legramanti T. Rigon Daniele Durante David B. Dunson 55 22 0 16 Jul 2020
Posterior Distribution for the Number of Clusters in Dirichlet Process Mixture Models Chiao-Yu Yang Eric Xia Nhat Ho Michael I. Jordan 20 6 0 23 May 2019
$Rank-normalization, folding, and localization: An improved $\widehat{R}$ for assessing convergence of MCMC$ Rank-normalization, folding, and localization: An improved $\widehat{R}$ for assessing convergence of MCMC Aki Vehtari Andrew Gelman Daniel P. Simpson Bob Carpenter Paul-Christian Bürkner 52 932 0 19 Mar 2019
On posterior contraction of parameters and interpretability in Bayesian mixture modeling Aritra Guha Nhat Ho X. Nguyen 55 56 0 15 Jan 2019
Faster k-Medoids Clustering: Improving the PAM, CLARA, and CLARANS Algorithms Erich Schubert P. Rousseeuw 45 270 0 12 Oct 2018
Scalable Bayesian Nonparametric Clustering and Classification Yang Ni Peter Muller M. Diesendruck Sinead Williamson Yitan Zhu Yuan Ji 57 26 0 07 Jun 2018
UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction Leland McInnes John Healy James Melville 171 9,432 0 09 Feb 2018
Probabilistic community detection with unknown number of communities J. Geng A. Bhattacharya D. Pati 87 75 0 25 Feb 2016
PReMiuM: An R Package for Profile Regression Mixture Models using Dirichlet Processes S. Liverani D. Hastie Lamiae Azizi Michail Papathomas S. Richardson 73 153 0 12 Mar 2013
Bayesian Consensus Clustering E. Lock David B. Dunson 63 258 0 28 Feb 2013
Convergence of latent mixing measures in finite and infinite mixture models X. Nguyen 96 184 0 15 Sep 2011
Bayesian finite mixtures: a note on prior specification and posterior computation Agostino Nobile 102 21 0 03 Nov 2007