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Projection Minimum Distance: An Estimator for Dynamic Macroeconomic Models

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Author Info
Jorda, Oscar (U of California, Davis)
Kozicki, Sharon (Bank of Canada)

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Abstract

This paper introduces an estimator for dynamic macroeconomic models where possibly the dynamics and the variables described therein are incomplete representations of a larger, unknown macroeconomic system. We call this estimator projection minimum distance (PMD) and show that it is consistent and asymptotically normal. Many times, PMD can provide consistent estimates of structural parameters even when the dynamics of the macroeconomic model are insufficient to account for the serial correlation of the data or correlation with information omitted from the model. PMD provides an overall specification chi-squared test based on the distance between the impulse responses of the model and their semi-parametric estimates from the data. PMD only requires two, simple, least-squares steps and can be generalized to more complex, nonlinear environments.

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Publisher Info
Paper provided by University of California at Davis, Department of Economics in its series Working Papers with number 06-23.

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Date of creation: Aug 2006
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Handle: RePEc:ecl:ucdeco:06-23

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Find related papers by JEL classification:
C32 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Time-Series Models; Dynamic Quantile Regressions
E47 - Macroeconomics and Monetary Economics - - Money and Interest Rates - - - Forecasting and Simulation
C53 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Forecasting and Other Model Applications

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  1. Jorda, Oscar, 2007. "Inference for Impulse Responses," Working Papers 07-7, University of California at Davis, Department of Economics. [Downloadable!]
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