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部分线性变系数模型的随机约束岭估计

刘超 韦杰 魏传华

应用数学2017,Vol.30Issue(4):774-779,6.
应用数学2017,Vol.30Issue(4):774-779,6.

部分线性变系数模型的随机约束岭估计

A Stochastic Restricted Ridge Regression Estimator in Partially Linear Varying Coefficient Models

刘超 1韦杰 2魏传华2

作者信息

  • 1. 北京航空航天大学数学与系统科学学院,北京100191
  • 2. 中央民族大学理学院,北京100081
  • 折叠

摘要

Abstract

As a generalization of varying coefficient model and partially linear model,partially linear varying coefficient model has attracted more and more attention in recent years.This paper considers estimation of the semiparametric model when the covariates in the linear part are suffered with multicollinearity and some additional stochastic linear restrictions on the parametric component are available.Based on the profile least-squares approach,ridge regression and mixed regression method,we propose a profile mixed estimator for the parametric component,and give its asymptotic properties.Finally,some simulation studies are conducted to illustrate the proposed procedure and the results are satisfactory.

关键词

部分线性变系数模型/多重共线性/随机线性约束/Profile最小二乘方法/混合估计/岭估计

Key words

Partially linear varying coefficient model/Multicollinearity/Stochastic linear restriction/Profile least-squares approach/Mixed regression estimator/Ridge estimator

分类

数理科学

引用本文复制引用

刘超,韦杰,魏传华..部分线性变系数模型的随机约束岭估计[J].应用数学,2017,30(4):774-779,6.

基金项目

国家自然科学基金项目(11301565),安徽省高等学校自然科学研究一般项目(KJ2014B13) (11301565)

应用数学

OA北大核心CSCDCSTPCD

1001-9847

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