39 citations · 40 across the 10 of their papers we have counts for
3 papers · 1 filter
A Bayesian hidden Markov mixture model to detect overexpressed chromosome regions
Vinícius Diniz Mayrink, Flávio Bambirra Gonçalves
In this study, we propose a hidden Markov mixture model for the analysis of gene expression measurements mapped to chromosome locations. These expression values represent preproces…
Robust Bayesian model selection for heavy-tailed linear regression using finite mixtures
Flávio B Gonçalves, Marcos O. Prates, Victor H. Lachos
In this paper we present a novel methodology to perform Bayesian model selection in linear models with heavy-tailed distributions. We consider a finite mixture of distributions to…
Exact Bayesian inference in spatio-temporal Cox processes driven by multivariate Gaussian processes
Flávio B. Gonçalves, Dani Gamerman
In this paper we present a novel inference methodology to perform Bayesian inference for spatiotemporal Cox processes where the intensity function depends on a multivariate Gaussia…