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Local Linear Estimation by TSLS with Variable Bandwidth for Semi-parametric Simultaneous Equation Models in Econometrics

机译:计量经济学半参数联立方程模型的可变带宽TSLS局部线性估计

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摘要

Econometric simultaneous equation models play an important role in making economic policies, analyzing economic structure and economic forecasting. This paper presents local linear estimators by TSLS with variable bandwidth for every structural equation in semi-parametric simultaneous equation models in econometrics. The properties under large sample size were studied by using the asymptotic theory when all variables were random. The results show that the estimators of the parameters have consistency and asymptotic normality, and their convergence rates are equal to n~(-1/2). And the estimator of the nonparametric function has the consistency and asymptotic normality in interior points and its rate of convergence is equal to the optimal convergence rate of the nonparametric function estimation.
机译:计量经济学联立方程模型在制定经济政策,分析经济结构和经济预测中发挥着重要作用。本文针对计量经济学中半参数联立方程模型中的每个结构方程,提出了具有可变带宽的TSLS局部线性估计器。当所有变量均为随机变量时,采用渐近理论研究大样本量下的性质。结果表明,参数估计量具有一致性和渐近正态性,其收敛速度等于n〜(-1/2)。非参数函数的估计量在内部点具有一致性和渐近正态性,其收敛速度等于非参数函数估计的最优收敛速度。

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