104 citations · 339 across the 26 of their papers we have counts for
27 papers
A Fuzzy Approach for Randomized Confidence Intervals
Carlos Henrique Trigo Nasser Felix, Nancy Lopes Garcia, Alex Rodrigo dos Santos Sousa
We propose randomized confidence intervals based on the Neyman-Pearson lemma, in order to make them more broadly applicable to distributions that do not satisfy regularity conditio…
Sparse Interaction Neighborhood Selection for Markov Random Fields via Reversible Jump and Pseudoposteriors
Victor Freguglia, Nancy Lopes Garcia
We consider the problem of estimating the interacting neighborhood of a Markov Random Field model with finite support and homogeneous pairwise interactions based on relative positi…
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…
Detecting Renewal States in Chains of Variable Length via Intrinsic Bayes Factors
Victor Freguglia, Nancy Garcia
Markov chains with variable length are useful parsimonious stochastic models able to generate most stationary sequence of discrete symbols. The idea is to identify the suffixes of…
Wavelet Shrinkage in Nonparametric Regression Models with Positive Noise
Alex Rodrigo dos Santos Sousa, Nancy Lopes Garcia
Wavelet shrinkage estimators are widely applied in several fields of science for denoising data in wavelet domain by reducing the magnitudes of empirical coefficients. In nonparame…
Inference tools for Markov Random Fields on lattices: The R package mrf2d
Victor Freguglia, Nancy Lopes Garcia
Markov random fields on two-dimensional lattices are behind many image analysis methodologies. mrf2d provides tools for statistical inference on a class of discrete stationary Mark…