Variable selection in function-on-scalar regression

DOI10.1002/sta4.106MaRDI QIDQ6539170

Jeff Goldsmith, Yakuan Chen, Robert Todd Ogden

Publication date: 14 May 2024

Published in: Stat (Search for Journal in Brave)

zbMATH Keywords

splinespre-whiteninggroup MCPkinematic data

Mathematics Subject Classification ID

Statistics (62-XX)

Related Items (7)

Novel whitening approaches in functional settings ⋮ Sparse functional linear models via calibrated concave-convex procedure ⋮ Supervised Principal Component Regression for Functional Responses with High Dimensional Predictors ⋮ Variable selection in function-on-scalar single-index model via the alternating direction method of multipliers ⋮ Robust estimation for function-on-scalar regression models ⋮ Modeling the evolution of deaths from infectious diseases with functional data models: the case of COVID-19 in Brazil ⋮ Functional data analysis: an introduction and recent developments

Cites Work

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• Nearly unbiased variable selection under minimax concave penalty
• Model selection in linear mixed effect models
• Functional data analysis.
• Variable Selection via Nonconcave Penalized Likelihood and its Oracle Properties
• Group variable selection via SCAD-L₂
• Model Selection and Estimation in Regression with Grouped Variables
• Functional Data Analysis for Sparse Longitudinal Data
• Variable selection in generalized functional linear models
• Assessing systematic effects of stroke on motor control by using hierarchical function-on-scalar regression
• Fast function-on-scalar regression with penalized basis expansions

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