具有协变量相关阈值的面板扭结阈值回归模型

IF 4.6 Q2 MATERIALS SCIENCE, BIOMATERIALS ACS Applied Bio Materials Pub Date : 2020-12-08 DOI:10.1093/ectj/utaa035
Lixiong Yang, Chunli Zhang, Chingnun Lee, I‐Po Chen
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引用次数: 6

摘要

本文将具有恒定阈值的扭结阈值回归模型扩展到具有协变量相关阈值的面板数据框架,其中阈值被建模为信息协变量的函数。我们提出了一个基于群内变换的估计器,并提出了扭结阈值效应和阈值恒定性的检验统计量。我们建立了斜率和阈值估计量的渐近联合正态性,并导出了检验统计量的极限分布。我们的渐近结果表明,包含协变相关阈值不会影响扭结阈值回归模型中斜率和阈值估计的渐近联合正态性。蒙特卡罗模拟表明,所提出的估计器的有限样本性质和检验统计量总体上是令人满意的。
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Panel kink threshold regression model with a covariate-dependent threshold
This article extends the kink threshold regression model with a constant threshold to a panel data framework with a covariate-dependent threshold, where the threshold is modeled as a function of informative covariates. We suggest an estimator based on the within-group transformation and propose test statistics for kink threshold effect and threshold constancy. We establish the asymptotic joint normality of the slope and threshold estimators and derive the limiting distributions of the test statistics. Our asymptotic results show that the inclusion of a covariate-dependent threshold does not affect the asymptotic joint normality of the slope and threshold estimates in the kink threshold regression model. Monte Carlo simulations show that the finite-sample proprieties of the proposed estimator and test statistics are generally satisfactory.
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
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