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Estimation and testing of econometric models with time-varying coefficients.

机译:具有时变系数的计量经济学模型的估计和测试。

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摘要

This thesis consists of four essays in theoretical and empirical econometrics. The essays are presented in the form of chapters. Chapter 1 and the first part of Chapter 2 consider estimation and testing problems in econometric models involving time-varying coefficients. The methodology developed is then used in two macroeconomic applications, namely, the investment dynamics of the U.S. presented in the second part of Chapter 2, and the inflation dynamics of the U.S. investigated in Chapter 3. Chapter 4 considers the problem of small-sample inference in rational expectations models with persistent data.; The first chapter, which is co-authored with Ulrich Muller, investigates how to conduct valid inference on a stable subset of parameters in an econometric model with time-varying parameters. The answer turns out to be more straightforward than it might seem: For a very wide range of unstable parameter paths, and for a large class of Hansen's (1982) GMM models, standard inference ignoring the partial instability remains asymptotically valid for the set of stable parameters, as long as the instability is of moderate magnitude in the sense of not being detectable with probability one.; The second chapter contributes to a line of research that follows from the Lucas (1976) critique. It considers estimation and testing of Euler equation models with time-varying reduced-form coefficients. The chapter formalizes the necessity of structural stability assessment of Euler equations, arguably one of the most relevant (but often overlooked) criterion for model validation by the standards of the Lucas critique. As an application, standard investment Euler equations are submitted to examination using U.S. quarterly data. The empirical outcomes appear to suggest that the standard models have not been a success thus far, at least for aggregate investment.; The third chapter investigates the empirical relevance of a broad range of price adjustment models in which price inflation is driven by the movement of real marginal cost. Applying the econometric methodology developed in Chapter 1 and Chapter 2, and based on U.S. quarterly data, this chapter leads to several important empirical findings. In particular, it finds that a second lead and a second lag of inflation are statistically important and enter with negative coefficients, which is not predicted by any leading theories of price adjustment. Also, stability is not rejected for some of the simpler models suggested in the literature, while larger models with additional leads and lags of inflation often suffer from instability.; Chapter 4 proposes a method to conduct accurate small sample inference in rational expectations models in the presence of highly persistent variables. It shows that when rational expectations models are tested on vector autoregressions, the methodology developed in Sims, Stock and Watson (1990) for linear regression models can be extended to study the unit-root or near unit-root problem in rational expectations models. Based on the derived analytical small sample distributions, two measures are proposed to quantify small sample effects of persistent variables in rational expectations models.
机译:本论文由理论和实证计量经济学四篇论文组成。论文以章节形式呈现。第1章和第2章的第一部分考虑了涉及时变系数的计量经济学模型中的估计和检验问题。然后,所开发的方法被用于两个宏观经济应用中,即,第二章第二部分介绍的美国的投资动态,以及第三章研究的美国的通胀动态。第四章考虑了小样本推论的问题。在具有持续数据的理性预期模型中;与Ulrich Muller合着的第一章探讨了如何对具有时变参数的计量经济学模型中的稳定参数子集进行有效推断。答案似乎比看起来更直接:对于各种不稳定的参数路径,对于一大类Hansen(1982)的GMM模型,忽略部分不稳定性的标准推论对于集合的稳定仍然是渐近有效的参数,只要不稳定性是中等程度,就无法用概率1进行检测;第二章是对卢卡斯(1976)的批判所遵循的一系列研究的贡献。它考虑了时变简化形式系数的Euler方程模型的估计和测试。本章形式化了对Euler方程进行结构稳定性评估的必要性,Euler方程可以说是通过Lucas批判标准进行模型验证的最相关(但经常被忽略)的标准之一。作为一项应用,标准投资欧拉方程式将使用美国季度数据提交审查。实证结果似乎表明,到目前为止,至少对于总投资而言,标准模型尚未取得成功。第三章研究了各种价格调整模型的经验相关性,在这种模型中,价格通胀由实际边际成本的移动驱动。应用在第1章和第2章中开发的计量经济学方法,并基于美国的季度数据,本章得出了几个重要的经验发现。特别是,它发现第二个提前率和第二个通货膨胀滞后在统计上很重要,并且输入负系数,这是任何领先的价格调整理论都无法预测的。同样,对于文献中提出的一些较简单的模型,稳定性并没有被拒绝,而具有额外的铅值和通货膨胀滞后的较大模型通常会遭受不稳定性的困扰。第4章提出了一种在存在高度持久性变量的情况下,在理性预期模型中进行准确的小样本推理的方法。它表明,当在向量自回归上测试理性期望模型时,可以扩展Sims,Stock和Watson(1990)中为线性回归模型开发的方法,以研究理性期望模型中的单位根或近单位根问题。基于导出的小样本分析分布,提出了两种措施来量化理性预期模型中持久变量的小样本效应。

著录项

  • 作者

    Li, Hong.;

  • 作者单位

    Princeton University.;

  • 授予单位 Princeton University.;
  • 学科 Economics Theory.; Economics General.
  • 学位 Ph.D.
  • 年度 2005
  • 页码 238 p.
  • 总页数 238
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 经济学;经济学;
  • 关键词

  • 入库时间 2022-08-17 11:41:15

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