Estimation by polynomial splines with variable selection in additive Cox models

DOI10.1080/02331888.2012.748770zbMath1367.62132OpenAlexW2019118991MaRDI QIDQ5169752

Li-chun Wang, Heng Lian, Shang-Li Zhang

Publication date: 11 July 2014

Published in: Statistics (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1080/02331888.2012.748770

zbMATH Keywords

polynomial splinesAkaike information criterionBayesian information criterionproportional hazards modelsgeneralized cross-validation

Mathematics Subject Classification ID

Nonparametric regression and quantile regression (62G08) Ridge regression; shrinkage estimators (Lasso) (62J07) Generalized linear models (logistic models) (62J12) Reliability and life testing (62N05)

Related Items (3)

Variable selection and structure identification for varying coefficient Cox models ⋮ Variable selection in Cox regression models with varying coefficients ⋮ Feature screening in ultrahigh-dimensional additive Cox model

Uses Software

• hgam

Cites Work

• The Adaptive Lasso and Its Oracle Properties
• Regularization for Cox's proportional hazards model with NP-dimensionality
• Estimation and variable selection for generalized additive partial linear models
• Penalized variable selection procedure for Cox models with semiparametric relative risk
• Variable selection in nonparametric additive models
• SCAD-penalized regression in high-dimensional partially linear models
• High-dimensional additive modeling
• Local likelihood and local partial likelihood in hazard regression
• Estimating multiplicative and additive hazard functions by kernel methods
• Efficient estimation of the partly linear additive Cox model
• Variable selection for Cox's proportional hazards model and frailty model
• Variable selection in semiparametric regression modeling
• Estimation in additive Cox models by marginal integration
• Variable selection and estimation in high-dimensional varying-coefficient models
• Variable Selection via Nonconcave Penalized Likelihood and its Oracle Properties
• Shrinkage Estimation of the Varying Coefficient Model
• Partially Linear Hazard Regression for Multivariate Survival Data
• Variable Selection in Nonparametric Varying-Coefficient Models for Analysis of Repeated Measurements
• Tuning parameter selectors for the smoothly clipped absolute deviation method

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