Robustness of the linear mixed model to misspecified error distribution
From MaRDI portal
Publication:1020188
DOI10.1016/j.csda.2006.05.021zbMath1162.62319OpenAlexW2096709536MaRDI QIDQ1020188
Jean-Michel Molina, Solenne Sibillot, Rodolphe Thiébaut, Hélène Jacqmin-Gadda, Cécile Proust-Lima
Publication date: 29 May 2009
Published in: Computational Statistics and Data Analysis (Search for Journal in Brave)
Full work available at URL: https://www.hal.inserm.fr/inserm-00084214/file/CSDA-06T0205e.pdf
Linear regression; mixed models (62J05) Point estimation (62F10) Robustness and adaptive procedures (parametric inference) (62F35)
Related Items
Bayesian regression model for recurrent event data with event-varying covariate effects and event effect ⋮ Information methods for model selection in linear mixed effects models with application to HCV data ⋮ On properties of empirical best predictors ⋮ Goodness-of-fit tests in mixed models ⋮ A multilevel evaluation method for heuristics with an application to the VRPTW ⋮ Simultaneous inference for linear mixed model parameters with an application to small area estimation ⋮ A multilevel structured latent curve model for disaggregating student and school contributions to learning ⋮ An extended GFfit statistic defined on orthogonal components of Pearson's chi-square ⋮ Segmental modeling of changing immunologic response for CD4 data with skewness, missingness and dropout ⋮ Rank tests and regression rank score tests in measurement error models ⋮ Robustness of the linear mixed effects model to error distribution assumptions and the consequences for genome-wide association studies ⋮ Bayesian bootstraps for massive data ⋮ A distribution-free test of parallelism for two-sample repeated measurements ⋮ Modelling escalation in crime seriousness: a latent variable approach ⋮ Joint modeling of covariates and censoring process assuming non-constant dropout hazard ⋮ Augmented Beta rectangular regression models: A Bayesian perspective ⋮ Adaptive fitting of linear mixed-effects models with correlated random effects ⋮ Parametric simultaneous robust inferences for regression coefficient under generalized linear models ⋮ A robust linear mixed-effects model for longitudinal data using an innovative multivariate skew-Huber distribution ⋮ A Semiparametric Estimation Approach for Linear Mixed Models
Uses Software
Cites Work
- Unnamed Item
- Linear Mixed Models with Flexible Distributions of Random Effects for Longitudinal Data
- Longitudinal data analysis using generalized linear models
- Random-Effects Models for Longitudinal Data
- A review of pseudorandom number generators
- The effect of misspecifying the random-effects distribution in linear mixed models for longitudinal data
- A Fast, Easily Implemented Method for Sampling from Decreasing or Symmetric Unimodal Density Functions
- Model Robust Confidence Intervals Using Maximum Likelihood Estimators
- The Effect of Covariance Structure on Variance Estimation in Balanced Growth-Curve Models with Random Parameters
- A Stochastic Model for Analysis of Longitudinal AIDS Data
- Robust Restricted Maximum Likelihood in Mixed Linear Models
- Modeling the Relationship of Survival to Longitudinal Data Measured with Error. Applications to Survival and CD4 Counts in Patients with AIDS
- Model Diagnostic Plots for Repeated Measures Data