Robust group-Lasso for functional regression model

DOI10.1080/03610918.2015.1096375zbMath1422.62260OpenAlexW2557073227MaRDI QIDQ4976528

Nedret Billor, Jasdeep Pannu

Publication date: 31 July 2017

Published in: Communications in Statistics - Simulation and Computation (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1080/03610918.2015.1096375

zbMATH Keywords

outliersvariable selectionfunctional regression model\textit{LAD-LASSO}\textit{LASSO}

Mathematics Subject Classification ID

Generalized linear models (logistic models) (62J12)

Related Items (6)

Estimation and variable selection for partially functional linear models ⋮ Robust sparse functional regression model ⋮ Generalized signed-rank estimation and selection for the functional linear model ⋮ Model selection for functional linear regression with hierarchical structure ⋮ Functional variable selection via Gram–Schmidt orthogonalization for multiple functional linear regression ⋮ Optimal EMG placement for a robotic prosthesis controller with sequential, adaptive functional estimation (SAFE)

Uses Software

• R
• quantreg
• grplasso

Cites Work

• Robust Principal Component Functional Logistic Regression

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