Bayesian Nonparametric Mixture Models
BNPdens class constructor
Export to coda interface
set generic
C++ function - compute the Binder distances
C++ function - compute the posterior similarity matrix
C++ function - compute the VI lower bound
BNPmix: Bayesian Nonparametric Mixture Models
BNPpart class constructor
C++ function to estimate DDP models with 1 grouping variables
C++ function to estimate Pitman-Yor univariate mixtures via importance...
C++ function to estimate Pitman-Yor multivariate mixtures via importan...
C++ function to estimate Pitman-Yor multivariate mixtures via importan...
C++ function to estimate Pitman-Yor multivariate mixtures via importan...
C++ function to estimate Pitman-Yor multivariate mixtures via importan...
C++ function to estimate Pitman-Yor multivariate mixtures via importan...
C++ function to estimate Pitman-Yor univariate mixtures via importance...
C++ function - clean the partition matrix
C++ function to estimate Pitman-Yor univariate mixtures via slice samp...
C++ function to estimate Pitman-Yor multivariate mixtures via slice sa...
C++ function to estimate Pitman-Yor multivariate mixtures via slice sa...
C++ function to estimate Pitman-Yor multivariate mixtures via slice sa...
C++ function to estimate Pitman-Yor multivariate mixtures via slice sa...
C++ function to estimate Pitman-Yor multivariate mixtures via slice sa...
C++ function to estimate Pitman-Yor univariate mixtures via slice samp...
Evaluate estimated univariate densities at a given point
set generic
MCMC for GM-dependent Dirichlet process mixtures of Gaussians
C++ function to estimate Pitman-Yor univariate mixtures via marginal s...
C++ function to estimate Pitman-Yor multivariate mixtures via marginal...
C++ function to estimate Pitman-Yor multivariate mixtures via marginal...
C++ function to estimate Pitman-Yor multivariate mixtures via marginal...
C++ function to estimate Pitman-Yor multivariate mixtures via marginal...
C++ function to estimate Pitman-Yor multivariate mixtures via marginal...
C++ function to estimate Pitman-Yor univariate mixtures via marginal s...
Estimate the partition of the data
set generic
Density plot for BNPdens class
BNPdens print method
Pitman-Yor prior elicitation
MCMC for Pitman-Yor mixtures of Gaussians
MCMC for Pitman-Yor mixture of Gaussian regressions
BNPdens summary method
Functions to perform Bayesian nonparametric univariate and multivariate density estimation and clustering, by means of Pitman-Yor mixtures, and dependent Dirichlet process mixtures for partially exchangeable data. See Corradin et al. (2021) <doi:10.18637/jss.v100.i15> for more details.