Sparse Pairwise Likelihood Estimation for Multivariate Longitudinal Mixed Models

Variational Approximations for Generalized Linear Latent Variable Models

(2017) Francis K. C. Hui et al.   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

Multi-species distribution modeling using penalized mixture of regressions

(2015) Francis K. C. Hui et al.   Annals of Applied Statistics

Fitting Linear Mixed-Effects Models Usinglme4

(2015) Douglas Bates et al.   Journal of Statistical Software

Tuning Parameter Selection for the Adaptive Lasso Using ERIC

(2015) Francis K. C. Hui et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Fast and highly efficient pseudo-likelihood methodology for large and complex ordinal data

(2015) Anna Ivanova et al.   STATISTICAL METHODS IN MEDICAL RESEARCH

Regularization Paths for Generalized Linear Models via Coordinate Descent

(2015) Jerome Friedman et al.   Journal of Statistical Software

New Fatherhood and Psychological Distress: A Longitudinal Study of Australian Men

(2014) L. S. Leach et al.   AMERICAN JOURNAL OF EPIDEMIOLOGY

Weighted pairwise likelihood estimation for a general class of random effects models

(2014) V. G. S. Vasdekis et al.   BIOSTATISTICS

On generalized degrees of freedom with application in linear mixed models selection

(2014) Chong You et al.   STATISTICS AND COMPUTING

Identification of important regressor groups, subgroups and individuals via regularization methods: application to gut microbiome data

(2013) Tanya P. Garcia et al.   BIOINFORMATICS

Fixed and Random Effects Selection by REML and Pathwise Coordinate Optimization

(2013) Bingqing Lin et al.   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

Model Selection in Linear Mixed Models

(2013) Samuel Müller et al.   STATISTICAL SCIENCE

A Confidence Region Approach to Tuning for Variable Selection

(2012) Funda Gunes et al.   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

The analysis of multivariate longitudinal data: A review

(2012) Geert Verbeke et al.   STATISTICAL METHODS IN MEDICAL RESEARCH

A Selective Review of Group Selection in High-Dimensional Models

(2012) Jian Huang et al.   STATISTICAL SCIENCE

Variable selection for generalized linear mixed models by L 1-penalized estimation

(2012) Andreas Groll et al.   STATISTICS AND COMPUTING

Composite Likelihood Bayesian Information Criteria for Model Selection in High-Dimensional Data

(2011) Xin Gao et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Joint Variable Selection for Fixed and Random Effects in Linear Mixed-Effects Models

(2010) Howard D. Bondell et al.   BIOMETRICS

Fixed and Random Effects Selection in Mixed Effects Models

(2010) Joseph G. Ibrahim et al.   BIOMETRICS

On Model Selection Curves

(2010) Samuel Müller et al.   INTERNATIONAL STATISTICAL REVIEW

The composite absolute penalties family for grouped and hierarchical variable selection

(2009) Peng Zhao et al.   ANNALS OF STATISTICS

One-step sparse estimates in nonconcave penalized likelihood models

(2008) Hui Zou et al.   ANNALS OF STATISTICS

A high-dimensional joint model for longitudinal outcomes of different nature

(2008) Christel Faes et al.   STATISTICS IN MEDICINE