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Social and Behavioral Sciences Commons

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Economics

Yale University

1989

Asymptotic normality

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Asymptotics For Semiparametric Econometric Models: I. Estimation, Donald W.K. Andrews May 1989

Asymptotics For Semiparametric Econometric Models: I. Estimation, Donald W.K. Andrews

Cowles Foundation Discussion Papers

This paper provides a general framework for proving the square root of T consistency and asymptotic normality of a wide variety of semiparametric estimators. The results apply in time series and cross-sectional modeling contexts. The class of estimators considered consists of estimators that can be defined as the solution to a minimization problem based on a criterion function that may depend on a preliminary infinite dimensional nuisance parameter estimator. The criterion function need not be differentiable. The method of proof exploits results concerning the stochastic equicontinuity or weak convergence of normalized sums of stochastic processes. This paper also considers tests …