Approximate Distributions of the Likelihood Ratio Statistic in a Structural Equation with Many Instruments
نویسندگان
چکیده
منابع مشابه
Approximate Distributions of the Likelihood Ratio Statistic in a Structural Equation with Many Instruments
This paper studies properties of the likelihood ratio (LR) tests associated with the limited information maximum likelihood (LIML) estimators in a structural form estimation when the number of instrumental variables is large. Two types of asymptotic theories are developed to approximate the distribution of the likelihood ratio (LR) statistic under the null hypothesis H0 : β = β0: a (large sampl...
متن کاملOn Finite Sample Properties of Alternative Estimators of Coefficients in a Structural Equation with Many Instruments
We compare four different estimation methods for the coefficients of a linear structural equation with instrumental variables. As the classical methods we consider the limited information maximum likelihood (LIML) estimator and the two-stage least squares (TSLS) estimator, and as the semi-parametric estimation methods we consider the maximum empirical likelihood (MEL) estimator and the generali...
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ژورنال
عنوان ژورنال: JOURNAL OF THE JAPAN STATISTICAL SOCIETY
سال: 2008
ISSN: 1348-6365,1882-2754
DOI: 10.14490/jjss.38.207