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Author:

Zeng, Jie (Zeng, Jie.) | Cheng, Weihu (Cheng, Weihu.) (Scholars:程维虎) | Hu, Guozhi (Hu, Guozhi.)

Indexed by:

Scopus SCIE

Abstract:

In this paper, we propose a model averaging estimation for the varying-coefficient partially linear models with missing responses. Within this context, we construct a HRCp weight choice criterion that exhibits asymptotic optimality under certain assumptions. Our model averaging procedure can simultaneously address the uncertainty on which covariates to include and the uncertainty on whether a covariate should enter the linear or nonlinear component of the model. The simulation results in comparison with some related strategies strongly favor our proposal. A real dataset is analyzed to illustrate the practical application as well.

Keyword:

model averaging HRCp asymptotic optimality missing data varying-coefficient partially linear model

Author Community:

  • [ 1 ] [Zeng, Jie]Hefei Normal Univ, Sch Math & Stat, Hefei 230601, Peoples R China
  • [ 2 ] [Hu, Guozhi]Hefei Normal Univ, Sch Math & Stat, Hefei 230601, Peoples R China
  • [ 3 ] [Cheng, Weihu]Beijing Univ Technol, Fac Sci, Beijing 100124, Peoples R China

Reprint Author's Address:

  • [Hu, Guozhi]Hefei Normal Univ, Sch Math & Stat, Hefei 230601, Peoples R China;;

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Source :

MATHEMATICS

Year: 2023

Issue: 8

Volume: 11

2 . 4 0 0

JCR@2022

ESI Discipline: MATHEMATICS;

ESI HC Threshold:9

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 5

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