Projected spline estimation of the nonparametric function in high-dimensional partially linear models for massive data

The Annals of Statistics ◽

10.1214/18-aos1769 ◽

2019 ◽

Vol 47 (5) ◽

pp. 2922-2949 ◽

Author(s):

Heng Lian ◽

Kaifeng Zhao ◽

Shaogao Lv

Keyword(s):

Linear Models ◽

High Dimensional ◽

Massive Data ◽

Partially Linear Models ◽

Partially Linear ◽

Nonparametric Function ◽

Spline Estimation

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A new test for high‐dimensional regression coefficients in partially linear models

Canadian Journal of Statistics ◽

10.1002/cjs.11665 ◽

2021 ◽

Author(s):

Fanrong Zhao ◽

Nan Lin ◽

Baoxue Zhang

Keyword(s):

Linear Models ◽

Regression Coefficients ◽

High Dimensional ◽

Partially Linear Models ◽

Partially Linear ◽

High Dimensional Regression

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Bootstrap-Based LASSO-Type Selection to Build Generalized Additive Partially Linear Models for High-Dimensional Data

Monte-Carlo Simulation-Based Statistical Modeling - ICSA Book Series in Statistics ◽

10.1007/978-981-10-3307-0_18 ◽

2017 ◽

pp. 405-424

Author(s):

Xiang Liu ◽

Tian Chen ◽

Yuanzhang Li ◽

Hua Liang

Keyword(s):

Linear Models ◽

High Dimensional Data ◽

High Dimensional ◽

Partially Linear Models ◽

Partially Linear ◽

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Regularization statistical inferences for partially linear models with high dimensional endogenous covariates

Journal of the Korean Statistical Society ◽

10.1007/s42952-020-00067-4 ◽

2020 ◽

Author(s):

Changqing Liu ◽

Peixin Zhao ◽

Yiping Yang

Keyword(s):

Linear Models ◽

High Dimensional ◽

Partially Linear Models ◽

Partially Linear ◽

Statistical Inferences ◽

Endogenous Covariates

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Variable selection for high-dimensional varying coefficient partially linear models via nonconcave penalty

Metrika ◽

10.1007/s00184-012-0422-8 ◽

2012 ◽

Vol 76 (7) ◽

pp. 887-908 ◽

Author(s):

Zhaoping Hong ◽

Yuao Hu ◽

Heng Lian

Keyword(s):

Variable Selection ◽

Linear Models ◽

High Dimensional ◽

Partially Linear Models ◽

Varying Coefficient ◽

Partially Linear ◽

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Tests for regression coefficients in high dimensional partially linear models

Statistics & Probability Letters ◽

10.1016/j.spl.2020.108772 ◽

2020 ◽

Vol 163 ◽

pp. 108772

Author(s):

Yan Liu ◽

Sanguo Zhang ◽

Shuangge Ma ◽

Qingzhao Zhang

Keyword(s):

Linear Models ◽

Regression Coefficients ◽

High Dimensional ◽

Partially Linear Models ◽

Partially Linear

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Sequential profile Lasso for ultra-high-dimensional partially linear models

Statistical Theory and Related Fields ◽

10.1080/24754269.2017.1396432 ◽

2017 ◽

Vol 1 (2) ◽

pp. 234-245 ◽

Author(s):

Yujie Li ◽

Gaorong Li ◽

Tiejun Tong

Keyword(s):

Linear Models ◽

High Dimensional ◽

Partially Linear Models ◽

Partially Linear

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MCP-penalized Regression in High Dimensional Partially Linear Models for Right Censored Data

DEStech Transactions on Computer Science and Engineering ◽

10.12783/dtcse/aice-ncs2016/5655 ◽

2017 ◽

Author(s):

Xiao-Song QIU ◽

Ying-Guang LUO

Keyword(s):

Censored Data ◽

Linear Models ◽

Penalized Regression ◽

High Dimensional ◽

Partially Linear Models ◽

Right Censored Data ◽

Partially Linear

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Penalized least-squares estimation for regression coefficients in high-dimensional partially linear models

Journal of Statistical Planning and Inference ◽

10.1016/j.jspi.2011.03.005 ◽

2012 ◽

Vol 142 (2) ◽

pp. 379-389 ◽

Author(s):

Huey-Fan Ni

Keyword(s):

Least Squares ◽

Linear Models ◽

Least Squares Estimation ◽

Regression Coefficients ◽

High Dimensional ◽

Partially Linear Models ◽

Penalized Least Squares ◽

Partially Linear

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Test for high dimensional partially linear models

Communication in Statistics- Theory and Methods ◽

10.1080/03610926.2020.1861297 ◽

2021 ◽

pp. 1-23

Author(s):

Xiangyong Tan

Keyword(s):

Linear Models ◽

High Dimensional ◽

Partially Linear Models ◽

Partially Linear

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Asymptotic properties of Lasso in high-dimensional partially linear models

Science China Mathematics ◽

10.1007/s11425-015-5093-2 ◽

2015 ◽

Vol 59 (4) ◽

pp. 769-788 ◽

Author(s):

Chi Ma ◽

Jian Huang

Keyword(s):

Linear Models ◽

Asymptotic Properties ◽

High Dimensional ◽

Partially Linear Models ◽

Partially Linear

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