Quantile Regression for Partially Linear Models with Missing Responses at Random

机译：分位数回归用于随机缺失响应的部分线性模型

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摘要

In this paper, we propose a weighted quantile regression method for partially linear models with missing response at random. The proposed estimation method can give an efficient estimator for parametric components, and can attenuate the effect of missing responses. Some simulations are carried out to assess the performance of the proposed estimation method, and simulation results indicate that the proposed method is workable.

机译：在本文中，我们提出了一种加权分位数回归方法，用于随机缺失响应的部分线性模型。所提出的估计方法可以为参数分量提供有效的估计器，并且可以衰减缺失响应的效果。进行了一些模拟以评估所提出的估计方法的性能，仿真结果表明该方法是可行的。

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《International Conference on Frontiers of Mechanical Engineering and Materials Engineering》|2015年||共4页
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作者
Peixin Zhao;
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中图分类 TB3-53;
关键词
Quantile regression; Partially linear model; Missing data;

机译：分位数回归;部分线性模型;缺少数据;

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专利

1. Imputation based statistical inference for partially linear quantile regression models with missing responses [J] . Zhao Peixin, Tang Xinrong Metrika: International Journal for Theoretical and Applied Statistics . 2016,第8期

机译：缺少响应的部分线性分位数回归模型的基于归因的统计推断
2. Smoothed empirical likelihood analysis of partially linear quantile regression models with missing response variables [J] . Xiaofeng Lv, Rui Li AStA Advances in Statistical Analysis . 2013,第4期

机译：缺少响应变量的部分线性分位数回归模型的平滑经验似然分析
3. Smoothed empirical likelihood analysis of partially linear quantile regression models with missing response variables [J] . Xiaofeng Lv, Rui Li AStA Advances in statistical analysis . 2013,第4期

机译：缺少响应变量的部分线性分位数回归模型的平滑经验似然分析
4. Quantile Regression for Partially Linear Models with Missing Responses at Random [C] . Peixin Zhao International Conference on Frontiers of Mechanical Engineering and Materials Engineering . 2015

机译：分位数回归用于随机缺失响应的部分线性模型
5. Power transformation towards linear or partially linear quantile regression models. [D] . Mu, Yunming. 2005

机译：将功率转换为线性或部分线性分位数回归模型。
6. Partially Linear Models with Missing Response Variables and Error-prone Covariates [O] . Hua Liang, Suojin Wang, Raymond J. Carroll -1

机译：缺少响应变量和容易出错的协变量的部分线性模型
7. Penalized Empirical Likelihood based Variable Selection for Partially Linear Quantile Regression Models with Missing Responses [O] . Xinrong Tang, Peixin Zhao 2016

机译：缺失响应的部分线性定位回归模型的基于惩罚的经验似然基础选择

Quantile Regression for Partially Linear Models with Missing Responses at Random

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