The Exact Distribution of Instrumental Variable Estimators in an Equation Containing n + 1 Endogenous Variables

IN THE LATE 1960's, Richardson [18] and Sawa [20] derived the exact distribution of the two-stage least squares (2SLS) estimator in a structural equation (of a simultaneous system) that contained two endogenous variables and an arbitrary number of degrees of overidentification. Their results refer to the 2SLS estimator of the coefficient of the endogenous variable included on the right hand side of the equation and were obtained under the classical assumptions (to use the term employed by Sargan [19]) of normally distributed disturbances and nonrandom exogenous variables. Very little exact finite sample theory has been published so far for estimators in structural equations containing more than two endogenous variables. Basmann et al. [4] extract the joint probability density function (p.d.f.) of the 2SLS estimator in a just identified equation containing three endogenous variables. Basmann [3] quotes a result due to Richardson for the same set up but with an 2 arbitrary number of degrees of overidentification . In Basmann's notation, this last result characterizes the subclass

[1]  R. L. Basmann A Note on the Exact Finite Sample Frequency Functions of Generalized Classical Linear Estimators in Two Leading Over-Identified Cases , 1961 .

[2]  R. Muirhead,et al.  Asymptotic expansions for distributions of latent roots in multivariate analysis , 1976 .

[3]  A. James Distributions of Matrix Variates and Latent Roots Derived from Normal Samples , 1964 .

[4]  D. H. Richardson,et al.  The Exact Distribution of a Structural Coefficient Estimator , 1968 .

[5]  W. R. Buckland,et al.  Distributions in Statistics: Continuous Multivariate Distributions , 1973 .

[6]  J. D. Sargan,et al.  Econometric Estimators and the Edgeworth Approximation , 1976 .

[7]  Peter C. B. Phillips,et al.  A Saddlepoint Approximation to the Distribution of the k-Class Estimator of a Coefficient in a Simultaneous System , 1979 .

[8]  A. James Zonal Polynomials of the Real Positive Definite Symmetric Matrices , 1961 .

[9]  R. L. Basmann,et al.  Exact Finite Sample Density Functions of GCL Estimators of Structural Coefficients in a Leading Exactly Identifiable Case , 1971 .

[10]  R. Muirhead Expressions for some hypergeometric functions of matrix argument with applications , 1975 .

[11]  R. Mariano The Existence of Moments of the Ordinary Least Squares and Two-Stage Least Squares Estimators , 1972 .

[12]  A. Ullah,et al.  THE EXACT MEAN OF THE TWO-STAGE LEAST SQUARES ESTIMATOR OF THE STRUCTURAL PARAMETERS IN AN EQUATION HAVING THREE ENDOGENOUS VARIABLES , 1974 .

[13]  C. Herz BESSEL FUNCTIONS OF MATRIX ARGUMENT , 1955 .

[14]  A. W. Davis Invariant polynomials with two matrix arguments extending the zonal polynomials: Applications to multivariate distribution theory , 1979 .

[15]  A. W. Davis Invariant polynomials with two matrix arguments extending the zonal poly-nomials , 1980 .