Variable selection in generalized functional linear models

DOI10.1002/sta4.20MaRDI QIDQ6537841

Arnab Maity, Ana-Maria Staicu, Jan Gertheiss

Publication date: 14 May 2024

Published in: Stat (Search for Journal in Brave)

zbMATH Keywords

variable selectiongroup Lassopenalized estimationmultiple functional predictors

Mathematics Subject Classification ID

Statistics (62-XX)

Cites Work

• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• The Adaptive Lasso and Its Oracle Properties
• Functional linear regression that's interpretable
• Multilevel functional principal component analysis
• High-dimensional additive modeling
• Variable selection for functional regression models via the \(L_1\) regularization
• Longitudinal functional principal component analysis
• Generalized functional linear models
• Functional data analysis.
• Statistical inferences for functional data
• Modeling Functional Data with Spatially Heterogeneous Shape Characteristics
• The Group Lasso for Logistic Regression
• Variable Selection via Nonconcave Penalized Likelihood and its Oracle Properties
• Generalized Linear Models with Functional Predictors
• Shrinkage estimation and selection for multiple functional regression
• Model Selection and Estimation in Regression with Grouped Variables
• Simultaneous Regression Shrinkage, Variable Selection, and Supervised Clustering of Predictors with OSCAR
• Functional Data Analysis for Sparse Longitudinal Data
• The Elements of Statistical Learning
• Longitudinal penalized functional regression for cognitive outcomes on neuronal tract measurements

Related Items (6)

Variable selection in function-on-scalar regression ⋮ Bivariate smoothing of mortality surfaces with cohort and period ridges ⋮ Modeling the evolution of deaths from infectious diseases with functional data models: the case of COVID-19 in Brazil ⋮ Modeling Functional Time Series and Mixed-Type Predictors With Partially Functional Autoregressions ⋮ Covariate-adjusted region-referenced generalized functional linear model for EEG data ⋮ Functional data analysis: an introduction and recent developments

This page was built for publication: Variable selection in generalized functional linear models