SANple

SANple-package

Estimate Bayesian nested mixture models via Markov Chain Monte Carlo methods. Specifically, the package implements the common atoms model (Denti et al., 2023), and hybrid finite-infinite models. All models use Gaussian mixtures with a normal-inverse-gamma prior distribution on the parameters. Additional functions are provided to help analyzing the results of the fitting procedure. References: Denti, Camerlenghi, Guindani, Mira (2023) tools:::Rd_expr_doi("10.1080/01621459.2021.1933499"), D’Angelo, Denti (2024) tools:::Rd_expr_doi("10.1214/24-BA1458").

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Estimate Bayesian nested mixture models via Markov Chain Monte Carlo methods. Specifically, the package implements the common atoms model (Denti et al., 2023), and hybrid finite-infinite models.
All models use Gaussian mixtures with a normal-inverse-gamma prior distribution on the parameters. Additional functions are provided to help analyzing the results of the fitting procedure.
References:
Denti, Camerlenghi, Guindani, Mira (2023) <doi:10.1080/01621459.2021.1933499>,
D’Angelo, Denti (2024) <doi:10.1214/24-BA1458>.

Francesco Denti

Fitting Shared Atoms Nested Models via Markov Chains Monte Carlo

Laura D'Angelo

SANple-package function

Maintainer: Francesco Denti <a href="/link/francescodenti.personal%40gmail.com?package=SANple&version=0.2.0" data-mini-rdoc="SANple::francescodenti.personal@gmail.com">francescodenti.personal@gmail.com</a> (<a href="https://orcid.org/0000-0003-2978-4702">ORCID</a>)
Authors:<ul>
<li>Laura D'Angelo <a href="/link/laura.dangelo%40live.com?package=SANple&version=0.2.0" data-mini-rdoc="SANple::laura.dangelo@live.com">laura.dangelo@live.com</a> (<a href="https://orcid.org/0000-0001-5034-7414">ORCID</a>) [copyright holder]</li>
</ul>

Author

SANple: Fitting Shared Atoms Nested Models via Markov Chains Monte Carlo — SANple-package

Maintainer: Francesco Denti <a href='mailto:francescodenti.personal@gmail.com'>francescodenti.personal@gmail.com</a> (<a href='https://orcid.org/0000-0003-2978-4702'>ORCID</a>)
Authors:<ul>
<li>Laura D'Angelo <a href='mailto:laura.dangelo@live.com'>laura.dangelo@live.com</a> (<a href='https://orcid.org/0000-0001-5034-7414'>ORCID</a>) [copyright holder]</li>
</ul>

SANple-package: SANple: Fitting Shared Atoms Nested Models via Markov Chains Monte Carlo

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