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Best Uniform Approximation to Probability Densities in Econometrics

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Author Info
Peter C.B. Phillips () (Cowles Foundation, Yale University)

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Abstract

A new method of approximating the probability density function (pdf's) of econometric estimators and test statistics is developed. It is shown that best uniform approximants to a general class of pdf's exist in the form of rational functions. A procedure for extracting approximants is devised and is based on modifying multiple-point Pade approximants to the distribution. The new approximation technique is very general and should be widely applicable in mathematical statistics and econometrics. It has the advantage, unlike the Edgeworth and saddlepoint approximations, of readily incorporating extraneous information on the distribution, even qualitative information. The new procedure is applied to a simple simultaneous equation estimator and gives exceptionally accurate results even for tiny values of the concentration parameter.

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Publisher Info
Paper provided by Cowles Foundation, Yale University in its series Cowles Foundation Discussion Papers with number 562.

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Length: 65 pages
Date of creation: Sep 1980
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Publication status: Published in Werner Hildenbrand, ed., Advances in Econometrics, Cambridge University Press, 1982, pp. 123-167
Handle: RePEc:cwl:cwldpp:562

Note: CFP 557.
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Postal: Yale University, Box 208281, New Haven, CT 06520-8281 USA
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Web page: http://cowles.econ.yale.edu/
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Postal: Cowles Foundation, Yale University, Box 208281, New Haven, CT 06520-8281 USA

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  1. Peter C.B. Phillips, 1980. "The Characteristic Function of the F Distribution," Cowles Foundation Discussion Papers 561, Cowles Foundation, Yale University. [Downloadable!]
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