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On Rereading Haavelmo: A Retrospective View of Econometric Modeling

重读哈维尔莫:计量经济建模的回顾性考察

The main aim of the paper is to reevaluate the methodological contributions of Tinbergen and Haavelmo in the context of the current discussions on econometric modeling and propose a reformulation of the Haavelmo methodology. The paper argues that the textbook methodology constitutes a less flexible version of Tinbergen's approach and apart from the probabilistic language, it has little in common with the methodology in Haavelmo's 1944 monograph, commonly acknowledged as…

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Testing for Consistency using Artificial Regressions

利用辅助回归检验估计量的一致性

We consider several issues related to Durbin-Wu-Hausman tests; that is, tests based on the comparison of two sets of parameter estimates. We first review a number of results about these tests in linear regression models, discuss what determines their power, and propose a simple way to improve power in certain cases. We then show how in a general nonlinear setting they may be computed as “score” tests by means of slightly modified versions of any artificial linear regression…

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On the First-Order Autoregressive Process with Infinite Variance

具有无限方差的一阶自回归过程

For a first-order autoregressive process Y t = β Y t−1 + ∈ t where the ∈ t 'S are i.i.d. and belong to the domain of attraction of a stable law, the strong consistency of the ordinary least-squares estimator b n of β is obtained for β = 1, and the limiting distribution of b n is established as a functional of a Lévy process. Generalizations to seasonal difference models are also considered. These results are useful in testing for the presence of unit roots when the ∈ t 'S…

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Asymptotic Properties of the Maximum-Likelihood and Nonlinear Least-Squares Estimators for Noninvertible Moving Average Models

不可逆移动平均模型中极大似然与非线性最小二乘估计的渐近性质

Dealing with noninvertible, infinite-order moving average (MA) models, we study the asymptotic properties of an estimator of the noninvertible coefficient. The estimator is constructed acting as if the data were generated from a Gaussian MA process. Allowing for two cases on the initial values of the error process, we first discuss the condition for the existence of a consistent estimator. We then compute the probability of the estimator occurring at the boundary of the…

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Predictors in Dynamic Nonlinear Models: Large-Sample Behavior

动态非线性模型预测量的大样本性质

The large-sample behavior of one-period-ahead and multiperiod-ahead predictors for a dynamic nonlinear simultaneous system is examined in this paper. Conditional on final values of the endogenous variables, the asymptotic moments of the deterministic, closed-form, Monte Carlo stochastic, and several variations of the residual-based stochastic predictor are analyzed. For one-period-ahead prediction, the results closely parallel our previous findings for static nonlinear…

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Ancillarity and the Limited Information Maximum-Likelihood Estimation of a Structural Equation in a Simultaneous Equation System

辅助性与联立方程中单个结构方程的有限信息最大似然估计

The concepts of the curved exponential family of distributions and ancillarity are applied to estimation problems of a single structural equation in a simultaneous equation model, and the effect of conditioning on ancillary statistics on the limited information maximum-likelihood (LIML) estimator is investigated. The asymptotic conditional covariance matrix of the LIML estimator conditioned on the second-order asymptotic maximal ancillary statistic is shown to be efficiently…

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Consistency Via Type 2 Inequalities: A Generalization of Wu's Theorem

通过第二类不等式证明一致性:Wu 定理的推广

Wu introduced a new technique for proving consistency of least-squares estimators in nonlinear regression. This paper extends his results in three directions. First, we consider the minimization of arbitrary functions (M-estimators instead of least squares). Second, we use an improved type 2 inequality. Third, an extension of Kronecker's lemma yields a more powerful result.

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Testing for Unit Roots in Time Series Data

时间序列数据中的单位根检验

Let Y t satisfy the stochastic difference equation for t = 1,2,…, where e t are independent and identically distributed random variables with mean zero and variance σ 2 and the initial conditions ( Y −p+1 ,…, Y 0 ) are fixed constants. It is assumed that the process is invertible and that the true, but unknown, roots m 1 , m 2 ,…, m p of satisfy the hypothesis H d : m 1 = … = m d = 1 and | m j | < 1 for j = d + 1,…, p . We present a reparameterization of the model for Y t…

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