Bayesian mixture models (in)consistency for the number of clusters

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Bayesian mixture models (in)consistency for the number of clusters

25 October 2022

Louise Alamichel

Guillaume Kon Kam King

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Papers citing "Bayesian mixture models (in)consistency for the number of clusters"

14 / 14 papers shown

Title
Bayesian nonparametric mixture inconsistency for the number of components: How worried should we be in practice? Yannis Chaumeny Johan Van der Molen Moris A. Davison Paul D. W. Kirk 77 3 0 29 Jul 2022
Clustering consistency with Dirichlet process mixtures Filippo Ascolani Antonio Lijoi Giovanni Rebaudo Giacomo Zanella 55 30 0 25 May 2022
Consistency of mixture models with a prior on the number of components Jeffrey W. Miller 71 72 0 06 May 2022
Optimal Bayesian estimation of Gaussian mixtures with growing number of components Ilsang Ohn Lizhen Lin 52 17 0 17 Jul 2020
Extended Stochastic Block Models with Application to Criminal Networks Sirio Legramanti T. Rigon Daniele Durante David B. Dunson 55 22 0 16 Jul 2020
Finite mixture models do not reliably learn the number of components Diana Cai Trevor Campbell Tamara Broderick 62 23 0 08 Jul 2020
Is infinity that far? A Bayesian nonparametric perspective of finite mixture models R. Argiento Maria de Iorio 33 38 0 22 Apr 2019
On posterior contraction of parameters and interpretability in Bayesian mixture modeling Aritra Guha Nhat Ho X. Nguyen 55 56 0 15 Jan 2019
Bayesian nonparametric inference for discovery probabilities: credible intervals and large sample asymptotics Julyan Arbel Stefano Favaro Bernardo Nipoti Yee Whye Teh 36 5 0 16 Jun 2015
Are Gibbs-type priors the most natural generalization of the Dirichlet process? P. De Blasi Stefano Favaro Antonio Lijoi R. H. Mena Igor Prunster M. Ruggiero 47 167 0 28 Feb 2015
Inconsistency of Pitman-Yor process mixtures for the number of components Jeffrey W. Miller M. Harrison 74 102 0 30 Aug 2013
Convergence of latent mixing measures in finite and infinite mixture models X. Nguyen 96 184 0 15 Sep 2011
Bounds for Bayesian order identification with application to mixtures Antoine Chambaz Judith Rousseau 85 16 0 04 Apr 2008
Posterior convergence rates of Dirichlet mixtures at smooth densities S. Ghosal A. van der Vaart 317 231 0 14 Aug 2007

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