非线性回归结构动力模型的冲击响应分析

Sílvia Gonçalves, Ana María Herrera, L. Kilian, E. Pesavento
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引用次数: 12

摘要

摘要研究了包含非线性变换回归量的线性结构动力模型的非线性脉冲响应的构造。我们导出了给定冲击的总体脉冲响应的封闭形式解,并提出了一种控制函数方法来估计这些响应,而不需要对模型的其余部分如何识别采取立场。我们的插件估计器不需要模拟,而且与传统的局部投影(LP)估计器不同,它是一致的。改进的LP估计器在特殊情况下是一致的,但在有限样本中不如插入估计器准确。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Impulse Response Analysis for Structural Dynamic Models with Nonlinear Regressors
Abstract We study the construction of nonlinear impulse responses in linear structural dynamic models that include nonlinearly transformed regressors. We derive the closed-form solution for the population impulse responses to a given shock and propose a control function approach to estimating these responses without taking a stand on how the remainder of the model is identified. Our plug-in estimator dispenses with the need for simulations and, unlike conventional local projection (LP) estimators, is consistent. A modified LP estimator is shown to be consistent in special cases, but less accurate in finite samples than the plug-in estimator.
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