Robust approach for variable selection with high dimensional longitudinal data analysis
From MaRDI portal
Publication:6628222
DOI10.1002/sim.9213zbMATH Open1546.62241MaRDI QIDQ6628222
Liya Fu, You-Gan Wang, Jiaqi Li
Publication date: 29 October 2024
Published in: Statistics in Medicine (Search for Journal in Brave)
outliersrobustnessautomatic variable selectionworking correlation structurehigh dimensional covariatesTukey's biweight method
Cites Work
- Unnamed Item
- Longitudinal data analysis using generalized linear models
- The Adaptive Lasso and Its Oracle Properties
- Automatic variable selection for longitudinal generalized linear models
- Variable selection in robust regression models for longitudinal data
- Penalized quadratic inference functions for semiparametric varying coefficient partially linear models with longitudinal data
- High breakdown-point and high efficiency robust estimates for regression
- Asymptotic behavior of M estimators of p regression parameters when \(p^ 2/n\) is large. II: Normal approximation
- An efficient and robust variable selection method for longitudinal generalized linear models
- GEE analysis of clustered binary data with diverging number of covariates
- On consistency factors and efficiency of robust \(S\)-estimators
- Penalized Generalized Estimating Equations for High-Dimensional Longitudinal Data Analysis
- Akaike's Information Criterion in Generalized Estimating Equations
- On varying-coefficient independence screening for high-dimensional varying-coefficient models
- Consistent Model Selection and Data-Driven Smooth Tests for Longitudinal Data in the Estimating Equations Approach
- A note on automatic variable selection using smooth-threshold estimating equations
- Variable Selection via Nonconcave Penalized Likelihood and its Oracle Properties
- Robust Variable Selection With Exponential Squared Loss
- Robust Estimating Functions and Bias Correction for Longitudinal Data Analysis
- Robust Estimation in Generalized Partial Linear Models for Clustered Data
- Robust Lasso Regression Using Tukey's Biweight Criterion
Related Items (1)
This page was built for publication: Robust approach for variable selection with high dimensional longitudinal data analysis