Search Results - "H. Lachos, Víctor"
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Linear mixed models based on skew scale mixtures of normal distributions
Published in Communications in statistics. Simulation and computation (01-12-2022)“…Scale mixtures of normal distributions are useful for statistical procedures involving symmetric and heavy-tailed data. Ferreira, Lachos, and Bolfarine ( 2016…”
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Finite Mixture of Censored Linear Mixed Models for Irregularly Observed Longitudinal Data
Published in Journal of classification (01-11-2022)“…Linear mixed-effects models are commonly used when multiple correlated measurements are made for each unit of interest. Some inherent features of these data…”
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Robust mixture regression modeling based on scale mixtures of skew-normal distributions
Published in Test (Madrid, Spain) (01-06-2016)“…The traditional estimation of mixture regression models is based on the assumption of normality (symmetry) of component errors and thus is sensitive to…”
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Inference and diagnostics for heteroscedastic nonlinear regression models under skew scale mixtures of normal distributions
Published in Journal of applied statistics (03-07-2020)“…The heteroscedastic nonlinear regression model (HNLM) is an important tool in data modeling. In this paper we propose a HNLM considering skew scale mixtures of…”
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5
Heavy-tailed longitudinal regression models for censored data: a robust parametric approach
Published in Test (Madrid, Spain) (01-09-2019)“…Longitudinal HIV-1 RNA viral load measures are often subject to censoring due to upper and lower detection limits depending on the quantification assays. A…”
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Censored mixed-effects models for irregularly observed repeated measures with applications to HIV viral loads
Published in Test (Madrid, Spain) (01-12-2016)“…In some acquired immunodeficiency syndrome (AIDS) clinical trials, the human immunodeficiency virus-1 ribonucleic acid measurements are collected irregularly…”
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7
Likelihood-based inference for multivariate skew scale mixtures of normal distributions
Published in Advances in statistical analysis : AStA : a journal of the German Statistical Society (01-10-2016)“…Scale mixtures of normal distributions are often used as a challenging class for statistical analysis of symmetrical data. Recently, Ferreira et al. (Stat…”
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8
Inference and diagnostics in skew scale mixtures of normal regression models
Published in Journal of statistical computation and simulation (11-02-2015)“…Skew scale mixtures of normal distributions are often used for statistical procedures involving asymmetric data and heavy-tailed. The main virtue of the…”
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Flexible regression modeling for censored data based on mixtures of student-t distributions
Published in Computational statistics (01-03-2019)“…In some applications of censored regression models, the distribution of the error terms departs significantly from normality, for instance, in the presence of…”
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10
Influence diagnostics for Student-t censored linear regression models
Published in Statistics (Berlin, DDR) (03-09-2015)“…In this paper, we extend the censored linear regression model with normal errors to Student-t errors. A simple EM-type algorithm for iteratively computing…”
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Multivariate measurement error models based on Student-t distribution under censored responses
Published in Statistics (Berlin, DDR) (02-11-2018)“…Measurement error models constitute a wide class of models that include linear and nonlinear regression models. They are very useful to model many real-life…”
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12
A nonlinear regression model with skew-normal errors
Published in Statistical papers (Berlin, Germany) (01-09-2010)“…In this paper we have discussed inference aspects of the skew-normal nonlinear regression models following both, a classical and Bayesian approach, extending…”
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Statistical diagnostics for nonlinear regression models based on scale mixtures of skew-normal distributions
Published in Journal of statistical computation and simulation (03-08-2014)“…The purpose of this paper is to develop diagnostics analysis for nonlinear regression models (NLMs) under scale mixtures of skew-normal (SMSN) distributions…”
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14
Inference for a skew extension of the Grubbs model
Published in Statistical papers (Berlin, Germany) (01-09-2010)“…In this paper, we discuss inferential aspects for the Grubbs model when the unknown quantity x (latent response) follows a skew-normal distribution, extending…”
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15
On moments of folded and truncated multivariate Student-t distributions based on recurrence relations
Published in Metrika (01-08-2021)“…The use of the first two moments of the truncated multivariate Student-t distribution has attracted increasing attention from a wide range of applications…”
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Robust mixture modeling based on scale mixtures of skew-normal distributions
Published in Computational statistics & data analysis (01-12-2010)“…A flexible class of probability distributions, convenient for modeling data with skewness behavior, discrepant observations and population heterogeneity is…”
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On estimation and influence diagnostics for zero-inflated negative binomial regression models
Published in Computational statistics & data analysis (01-03-2011)“…The zero-inflated negative binomial model is used to account for overdispersion detected in data that are initially analyzed under the zero-inflated Poisson…”
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A mixed-effect model for positive responses augmented by zeros
Published in Statistics in medicine (10-05-2015)“…In this research article, we propose a class of models for positive and zero responses by means of a zero‐augmented mixed regression model. Under this class,…”
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Statistical analysis of controlled calibration model with replicates
Published in Journal of statistical computation and simulation (01-05-2013)“…In this work, we generalize the controlled calibration model by assuming replication on both variables. Likelihood-based methodology is used to estimate the…”
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