A Saddlepoint Approximation to the Distribution of the k-Class Estimator of a Coefficient in a Simultaneous System

A new approximation based on the saddlepoint method of approximating integrals is derived for the probability density of the k-class estimator in the case of the equation with two endogenous variables. The two tails of the density are approximated by different functions, each of which bears a close relationship with the exact density in the same region of the distribution. Corresponding approximations are also derived for the distribution function and the method of derivation should be useful in other applications. Some brief numerical results are reported which illustrate the performance of the new approximation.

[1]  Takamitsu Sawa,et al.  DISTRIBUTIONS OF ESTIMATES OF COEFFICIENTS OF A SINGLE EQUATION IN A SIMULTANEOUS SYSTEM AND THEIR , 1973 .

[2]  T. W. Anderson An Asymptotic Expansion of the Distribution of the Limited Information Maximum Likelihood Estimate of a Coefficient in a Simultaneous Equation System , 1974 .

[3]  H. Daniels Saddlepoint Approximations in Statistics , 1954 .

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

[5]  N. Bleistein,et al.  Asymptotic Expansions of Integrals , 1975 .

[6]  J. Gil-Pelaez Note on the inversion theorem , 1951 .

[7]  Eugene Lukacs,et al.  Applications of characteristic functions , 1964 .

[8]  J. Gurland Inversion Formulae for the Distribution of Ratios , 1948 .

[9]  R. C. Geary Extension of a Theorem by Harald Cramer on the Frequency Distribution of the Quotient of Two Variables , 1944 .

[10]  Peter C. B. Phillips,et al.  Approximations to Some Finite Sample Distributions Associated with a First-Order Stochastic Difference Equation , 1977 .

[11]  J. Durbin The approximate distribution of partial serial correlation coefficients calculated from residuals from regression on Fourier series , 1980 .

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

[13]  Roberto S. Mariano,et al.  Approximations to the Distribution Functions of the Ordinary Least-Squares and Two-Stage Least-Squares Estimators in the Case of Two Included Endogenous Variables , 1973 .

[14]  N. D. Bruijn Asymptotic methods in analysis , 1958 .