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Sensitivity Of The Gme Estimates To Support Bounds

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Author Info
Paris, Quirino
Caputo, Michael R.
Abstract

The claim has been made that the Generalized Maximum Entropy (GME) estimator of Golan, Judge and Miller is not sensitive to variations in the support bounds of either the parameters or the error terms. In this paper, we scrutinized this claim by means of Monte Carlo experiments and found that the parameter estimates are impacted in a substantial way by these changes. We also analyzed the famous data sample on the US manufacturing industry used by Cobb and Douglas in 1934 and found that the GME estimator is very sensitive to changes in support bounds. We conclude with a general result by Caputo and Paris according to which any support bound variation produces unexpected responses in the parameter estimates.

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Paper provided by University of California, Davis, Department of Agricultural and Resource Economics in its series Working Papers with number 11966.

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Date of creation: 2001
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Handle: RePEc:ags:ucdavw:11966

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Keywords: Research Methods/ Statistical Methods;

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References listed on IDEAS
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  1. Barnett, William A. & Jonas, Andrew B., 1983. "The Muntz-Szatz demand system : An application of a globally well behaved series expansion," Economics Letters, Elsevier, vol. 11(4), pages 337-342. [Downloadable!] (restricted)
  2. Lence, S. H. & Miller, D. J., 1999. "Recovering Output-Specific Inputs from Aggregate Input Data: A Generalized Cross Entropy Approach," Staff General Research Papers 1305, Iowa State University, Department of Economics.
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  1. Frank H. Fuller & John C. Beghin & Scott Rozelle, 2004. "Urban Demand for Dairy Products in China: Evidence from New Survey Data," Food and Agricultural Policy Research Institute (FAPRI) Publications 04-wp380, Food and Agricultural Policy Research Institute (FAPRI) at Iowa State University. [Downloadable!]
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  2. Fuller, Frank H. & Beghin, John C. & Rozelle, S., 2007. "Urban Demand for Dairy Products in China: Evidence from Survey Data," Staff General Research Papers 12730, Iowa State University, Department of Economics. [Downloadable!]
  3. Howitt, Richard E. & Msangi, Siwa, 2002. "Reconstructing Disaggregate Production Functions," 2002 Annual meeting, July 28-31, Long Beach, CA 19585, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association). [Downloadable!]
  4. Msangi, Siwa & Howitt, Richard E., 2006. "Estimating Disaggregate Production Functions: An Application to Northern Mexico," 2006 Annual meeting, July 23-26, Long Beach, CA 21080, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association). [Downloadable!]
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