A variational approximations-DIC rubric for parameter estimation and mixture model selection within a family setting (Q2038212)

scientific article; zbMATH DE number 7370653

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English	A variational approximations-DIC rubric for parameter estimation and mixture model selection within a family setting	scientific article; zbMATH DE number 7370653

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instance of

scholarly article

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title

A variational approximations-DIC rubric for parameter estimation and mixture model selection within a family setting (English)

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Journal of Classification

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publication date

9 July 2021

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full work available at URL

https://arxiv.org/abs/1306.5368

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zbMATH Keywords

BIC

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clustering

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DIC

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EM algorithm

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GPCM

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mixture models

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model-based clustering

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variational approximations

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variational Bayes

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VB-DIC

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describes a project that uses

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A new look at the statistical model identification

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Model-Based Gaussian and Non-Gaussian Clustering

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Unifying data units and models in (co-)clustering

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An antipodally symmetric distribution on the sphere

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Probabilistic models in cluster analysis

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Q4256254

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The distribution of the likelihood ratio for mixtures of densities from the one-parameter exponential family

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Model-based clustering of high-dimensional data: a review

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Estimating common principal components in high dimensions

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Perfect Samplers for Mixtures of Distributions

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Computational and Inferential Difficulties with Mixture Posterior Distributions

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Mixtures of multivariate power exponential distributions

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Multivariate response and parsimony for Gaussian cluster-weighted models

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Estimating the components of a mixture of normal distributions

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Q4139463

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Q4298912

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Bayesian regularization for normal mixture estimation and model-based clustering

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Mixtures of skewed matrix variate bilinear factor analyzers

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On fractionally-supervised classification: weight selection and extension to the multivariate \(t\)-distribution

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Bayesian data analysis.

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Q4935984

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Algorithm AS 136: A K-Means Clustering Algorithm

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Q3713407

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Markov chain Monte Carlo methods and the label switching problem in Bayesian mixture modeling

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An introduction to variational methods for graphical models

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Finite mixtures of multivariate skew \(t\)-distributions: some recent and new results

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Finite mixtures of canonical fundamental skew \(t\)-distributions. The unification of the restricted and unrestricted skew \(t\)-mixture models

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Extending mixtures of factor models using the restricted multivariate skew-normal distribution

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Capturing patterns via parsimonious \(t\) mixture models

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Q5617409

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Variational approximations in Bayesian model selection for finite mixture distributions

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Variational Bayesian analysis for hidden Markov models

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The EM Algorithm and Extensions, 2E

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Model-based classification using latent Gaussian mixture models

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Mixture Model-Based Classification

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Model-based clustering

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On model-based clustering of skewed matrix data

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Clustering, classification, discriminant analysis, and dimension reduction via generalized hyperbolic mixtures

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Asymmetric clusters and outliers: mixtures of multivariate contaminated shifted asymmetric Laplace distributions

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Mixtures of skew-\(t\) factor analyzers

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Mixtures of hidden truncation hyperbolic factor analyzers

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On Convergence Properties of the Monte Carlo EM Algorithm

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Clustering with the multivariate normal inverse Gaussian distribution

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Q4363930

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Estimating the dimension of a model

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Bayesian Measures of Model Complexity and Fit

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Bayesian analysis of mixture models with an unknown number of components\,--\,an alternative to reversible jump methods.

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Variational Bayes approximations for clustering via mixtures of normal inverse Gaussian distributions

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Cluster-weighted \(t\)-factor analyzers for robust model-based clustering and dimension reduction

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Statistical analysis of finite mixture distributions

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A mixture of coalesced generalized hyperbolic distributions

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Statistical Analysis of Financial Data in S-Plus

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Finite mixtures of matrix normal distributions for classifying three-way data

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Parsimonious skew mixture models for model-based clustering and classification

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Fractionally-supervised classification

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Manly transformation in finite mixture modeling

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Identifiers

Mathematics Subject Classification ID

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10.1007/S00357-019-09351-3

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Sitelinks

Mathematics(1 entry)

mardi Publication:2038212