Package 'AntMAN'
| Title: |
Anthology of Mixture Analysis Tools |
| Description: |
Fits finite Bayesian mixture models with a random number
of components. The MCMC algorithm implemented is based on point
processes as proposed by Argiento and De Iorio (2019)
<arXiv:1904.09733> and offers a more computationally efficient
alternative to reversible jump. Different mixture kernels can
be specified: univariate Gaussian, multivariate Gaussian,
univariate Poisson, and multivariate Bernoulli (latent class
analysis). For the parameters characterising the mixture
kernel, we specify conjugate priors, with possibly user
specified hyper-parameters. We allow for different choices for
the prior on the number of components: shifted Poisson,
negative binomial, and point masses (i.e. mixtures with fixed
number of components). |
| Authors: |
Priscilla Ong [aut, edt], Raffaele Argiento [aut], Bruno Bodin
[aut, cre], Maria De Iorio [aut] |
| Maintainer: |
Bruno Bodin <[email protected]> |
| License: |
MIT + file LICENSE |
| Version: |
1.1.0 |
| Built: |
2024-11-06 04:27:03 UTC |
| Source: |
https://github.com/bbodin/antman |
Help Index