1 citations · 4 across the 11 of their papers we have counts for
3 papers · 1 filter
Variational Inference for Bayesian Bridge Regression
Carlos Tadeu Pagani Zanini, Helio dos Santos Migon, Ronaldo Dias
We study the implementation of Automatic Differentiation Variational inference (ADVI) for Bayesian inference on regression models with bridge penalization. The bridge approach uses…
Unsupervised Bayesian classification for models with scalar and functional covariates
Nancy L. Garcia, Mariana Rodrigues-Motta, Helio S. Migon +5
We consider unsupervised classification by means of a latent multinomial variable which categorizes a scalar response into one of L components of a mixture model. This process can…
An Efficient Sequential Approach for k-Parametric Dynamic Generalised Linear Models
Mariane Branco Alves, Helio S. Migon, Silvaneo V. Santos +1
A novel sequential inferential method for Bayesian dynamic generalised linear models is presented, addressing both univariate and multivariate -parametric exponential families.…