专题:Bayesian Methods and Mixture Models

This cluster of papers focuses on the application of mixture models, particularly Gaussian finite mixture models and Dirichlet process mixture models, for model-based clustering, discriminant analysis, density estimation, and unsupervised learning. It explores various inference methods such as Bayesian inference, variational inference, and Markov Chain Monte Carlo for estimating parameters in mixture models. The cluster also delves into the challenges of identifiability, variable selection, and dealing with label switching in the context of mixture models.
最新文献
Particle MCMC and the correlated particle hybrid sampler for state space models

article Full Text OpenAlex

On the estimation of the stress-strength parameter for the inverse Lindley distribution based on lower record values

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Estimation of five parameter bivariate modified Weibull singular distribution

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A new second order kernel of the beta polynomial family in density estimation

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A multivariate Polya tree model for meta-analysis with event-time distributions

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A new unit-bimodal distribution based on correlated Birnbaum-Saunders random variables

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A supervised deep learning method for nonparametric density estimation

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DeepBHMR: Learning Bidirectional Hybrid Mixture Models for Generalized Rigid Point Set Registration

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Universal distribution of the empirical coverage in split conformal prediction

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Partial distance evidential clustering for missing data with multiple imputation

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近5年高被引文献
Variational Inference: A Review for Statisticians

review Full Text OpenAlex 2157 FWCI33.97390406

Fast Kd-Trees for the Kullback-Leibler Divergence and Other Decomposable Bregman Divergences

preprint Full Text OpenAlex 1870 FWCI2578.56365329

Bayesian statistics and modelling

article Full Text OpenAlex 1045 FWCI108.08533857

Auto-Encoding Variational Bayes

article Full Text OpenAlex 976 FWCI182.0518865

Statistical power for cluster analysis

article Full Text OpenAlex 440 FWCI84.58509037

Improved Denoising Diffusion Probabilistic Models

preprint Full Text OpenAlex 411 FWCI0

fastsimcoal2: demographic inference under complex evolutionary scenarios

article Full Text OpenAlex 360 FWCI49.0525747

A quantitative discriminant method of elbow point for the optimal number of clusters in clustering algorithm

article Full Text OpenAlex 350 FWCI33.58265089

Handling incomplete heterogeneous data using VAEs

article Full Text OpenAlex 276 FWCI0

A comparison of zero-inflated and hurdle models for modeling zero-inflated count data

review Full Text OpenAlex 245 FWCI43.63924823