Variable selection in linear mixed effects models

Regression Shrinkage and Selection Via the Lasso

1996 • 45,633 citations

Regularization and Variable Selection Via the Elastic Net

2005 • 17,845 citations

Information Theory and an Extension of the Maximum Likelihood Principle

1998 • 16,234 citations

Bayesian Data Analysis

1995 • 14,293 citations

Least angle regression

2004 • 9,323 citations

Random-Effects Models for Longitudinal Data

1982 • 8,551 citations

Variable Selection via Nonconcave Penalized Likelihood and its Oracle Properties

2001 • 8,380 citations

Model Selection and Estimation in Regression with Grouped Variables

2005 • 7,125 citations

The Adaptive Lasso and Its Oracle Properties

2006 • 6,979 citations

Bayesian Inference in Statistical Analysis.

1975 • 3,994 citations

Recovery of inter-block information when block sizes are unequal

1971 • 3,597 citations

Comparison of Discrimination Methods for the Classification of Tumors Using Gene Expression Data

2002 • 2,703 citations

THE MULTICENTER AIDS COHORT STUDY: RATIONALE, ORGANIZATION, AND SELECTED CHARACTERISTICS OF THE PARTICIPANTS

1987 • 1,150 citations

One-step sparse estimates in nonconcave penalized likelihood models

2008 • 981 citations

Nonconcave penalized likelihood with a diverging number of parameters

2004 • 978 citations

On the adaptive elastic-net with a diverging number of parameters

2009 • 793 citations

Random Coefficient Models

2011 • 785 citations

Tuning parameter selectors for the smoothly clipped absolute deviation method

2007 • 741 citations

Some theory for Fisher's linear discriminant function, `naive Bayes', and some alternatives when there are many more variables than observations

2004 • 571 citations

Conditional Akaike information for mixed-effects models

2005 • 550 citations

High-dimensional classification using features annealed independence rules

2008 • 464 citations

Varying-coefficient models and basis function approximations for the analysis of repeated measurements

2002 • 412 citations

Variance component testing in generalised linear models with random effects

1997 • 351 citations

A unified approach to model selection and sparse recovery using regularized least squares

2009 • 277 citations

Regularization Parameter Selections via Generalized Information Criterion

2010 • 267 citations

Random Effects Selection in Linear Mixed Models

2003 • 235 citations

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

2010 • 215 citations

Quadratic Inference Functions for Varying‐Coefficient Models with Longitudinal Data

2005 • 168 citations

Fixed and Random Effects Selection in Mixed Effects Models

2010 • 143 citations

A note on conditional AIC for linear mixed-effects models

2008 • 118 citations

Variable Selection via A Combination of theL₀andL₁Penalties

2007 • 69 citations

A short proof and a generalization of Miranda’s existence theorem

1989 • 62 citations

Selecting mixed-effects models based on a generalized information criterion

2005 • 48 citations

A Short Proof and a Generalization of Miranda's Existence Theorem

1989 • 18 citations