Found 29 Documents (Results 1–29)
A data-driven reversible jump for estimating a finite mixture of regression models. (English) Zbl 07711198
Accelerated parallel non-conjugate sampling for Bayesian non-parametric models. (English) Zbl 1490.62028
Sequentially allocated merge-split samplers for conjugate Bayesian nonparametric models. (English) Zbl 07546443
MSC:
62-XX
A convergence diagnostic for Bayesian clustering. (English) Zbl 07910751
MSC:
62-08
On posterior contraction of parameters and interpretability in Bayesian mixture modeling. (English) Zbl 1473.62218
Dirichlet process mixture models for modeling and generating synthetic versions of nested categorical data. (English) Zbl 06873723
Sampling from Dirichlet process mixture models with unknown concentration parameter: mixing issues in large data implementations. (English) Zbl 1332.62093
A gene-by-gene multiple comparison analysis: a predictive Bayesian approach. (English) Zbl 1329.62436
Mixture models with an unknown number of components via a new posterior split-merge MCMC algorithm. (English) Zbl 1335.62061
Joint modeling of multiple time series via the beta process with application to motion capture segmentation. (English) Zbl 1303.62048
Bayesian clustering of DNA sequences using Markov chains and a stochastic partition model. (English) Zbl 1296.92157
Have I seen you before? Principles of Bayesian predictive classification revisited. (English) Zbl 1322.62164
Bayesian clustering of replicated time-course gene expression data with weak signals. (English) Zbl 1283.62050
Dirichlet process mixture models for unsupervised clustering of symptoms in Parkinson’s disease. (English) Zbl 1514.62279
Fast and efficient Bayesian semi-parametric curve-fitting and clustering in massive data. (English) Zbl 1284.62387
Clustering gene expression data using a posterior split-merge-birth procedure. (English) Zbl 1323.60097
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