Variable selection in semiparametric regression analysis for longitudinal data

被引：0

作者：

Peixin Zhao

Liugen Xue

机构：

[1] Hechi University,Department of Mathematics

[2] Beijing University of Technology,College of Applied Sciences

来源：

Annals of the Institute of Statistical Mathematics | 2012年 / 64卷

关键词：

Semiparametric regression model; Longitudinal data; Variable selection;

D O I：

暂无

中图分类号：

学科分类号：

摘要：

In this paper, we present a variable selection procedure by using basis function approximations and a partial group SCAD penalty for semiparametric varying coefficient partially linear models with longitudinal data. With appropriate selection of the tuning parameters, we establish the oracle property of this procedure. A simulation study is undertaken to assess the finite sample performance of the proposed variable selection procedure.

引用

页码：213 / 231

页数：18

共 50 条

[31] Semiparametric regression analysis of longitudinal data with informative drop-outs
Lin, DY
Ying, ZL
[J]. BIOSTATISTICS, 2003, 4 (03) : 385 - 398
[32] Variable Selection for Semiparametric Mixed Models in Longitudinal Studies
Ni, Xiao
Zhang, Daowen
Zhang, Hao Helen
[J]. BIOMETRICS, 2010, 66 (01) : 79 - 88
[33] Variable selection for semiparametric random-effects conditional density models with longitudinal data
Yuan, Xiaohui
Wang, Yue
Liu, Tianqing
[J]. COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2020, 49 (04) : 977 - 996
[34] Bayesian variable selection and estimation in semiparametric joint models of multivariate longitudinal and survival data
Tang, An-Min
Zhao, Xingqiu
Tang, Nian-Sheng
[J]. BIOMETRICAL JOURNAL, 2017, 59 (01) : 57 - 78
[35] Robust and smoothing variable selection for quantile regression models with longitudinal data
Fu, Z. C.
Fu, L. Y.
Song, Y. N.
[J]. JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION, 2023, 93 (15) : 2600 - 2624
[36] Estimation Method in a Semiparametric Regression Model for Longitudinal Data
Tian Ping
[J]. RECENT ADVANCE IN STATISTICS APPLICATION AND RELATED AREAS, VOLS I AND II, 2009, : 769 - 774
[37] Penalized estimating functions and variable selection in semiparametric regression models
Johnson, Brent A.
Lin, D. Y.
Zeng, Donglin
[J]. JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2008, 103 (482) : 672 - 680
[38] Model and Variable Selection Procedures for Semiparametric Time Series Regression
Kato, Risa
Shiohama, Takayuki
[J]. JOURNAL OF PROBABILITY AND STATISTICS, 2009, 2009
[39] On semiparametric regression in functional data analysis
Ling, Nengxiang
Vieu, Philippe
[J]. Wiley Interdisciplinary Reviews: Computational Statistics, 2021, 13 (06)
[40] Bayesian analysis of semiparametric Bernstein polynomial regression models for data with sample selection
Kim, Hea-Jung
Roh, Taeyoung
Choi, Taeryon
[J]. STATISTICS, 2019, 53 (05) : 1082 - 1111

← 1 2 3 4 5 →