Math 2.0

Statistics Point estimation Concept

Generalized method of moments

Summary

The generalized method of moments (GMM) estimates parameters from moment conditions E[g(X,θ0)]=0E[g(X, \theta_0)] = 0, possibly more conditions than parameters. It chooses θ\theta to make the sample averages of the moment functions as close to zero as possible in a weighted quadratic norm. It contains the method of moments, least squares and instrumental variables estimation as special cases. It was introduced in econometrics by Lars Peter Hansen. It is a standard tool there because it does not need a full model of the data.

Further reading

  1. Web https://en.wikipedia.org/wiki/Generalized_method_of_moments
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