Nonparametric Interaction Selection

DOI10.5705/ss.202020.0463OpenAlexW4206391657MaRDI QIDQ5089459

Yichao Wu, Yushen Dong

Publication date: 19 July 2022

Published in: Statistica Sinica (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.5705/ss.202020.0463

zbMATH Keywords

variable selectionadditive modelbackfittinglocal constant smoothing

Mathematics Subject Classification ID

Statistics (62-XX)

Related Items

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Cites Work

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• A lasso for hierarchical interactions
• Linear smoothers and additive models
• Component selection and smoothing in multivariate nonparametric regression
• Structured variable selection and estimation
• The composite absolute penalties family for grouped and hierarchical variable selection
• Nonparametric independence screening via favored smoothing bandwidth
• Interaction screening by partial correlation
• Interaction pursuit in high-dimensional multi-response regression via distance correlation
• Model Selection for High-Dimensional Quadratic Regression via Regularization
• Interaction Screening for Ultrahigh-Dimensional Data
• Penalized Interaction Estimation for Ultrahigh Dimensional Quadratic Regression
• Variable Selection With the Strong Heredity Constraint and Its Oracle Property
• Variable Selection Using Adaptive Nonlinear Interaction Structures in High Dimensions
• Automatic structure recovery for additive models