53 citations · 67 across the 15 of their papers we have counts for
3 papers · 1 filter
Bayesian Adaptive Selection of Basis Functions for Functional Data Representation
Pedro Henrique T. O. Sousa, Camila P. E. de Souza, Ronaldo Dias
Considering the context of functional data analysis, we developed and applied a new Bayesian approach via Gibbs sampler to select basis functions for a finite representation of fun…
Clustering Functional Data via Variational Inference
Chengqian Xian, Camila de Souza, John Jewell +1
Functional data analysis deals with data recorded densely over time (or any other continuum) with one or more observed curves per subject. Conceptually, functional data are continu…
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…