Efficient IV Estimation in Nonstationary Regression
A limit theory for instrumental variables (IV) estimation that allows for possibly nonstationary processes was developed in Kitamura and Phillips (1992, Fully Modified IV, GIVE, and GMM Estimation with Possibly Non-stationary Regressors and Instruments, mimeo, Yale University). This theory covers a case that is important for practitioners, where the nonstationarity of the regressors may not be of full rank, and shows that the fully modified (FM) regression procedure of Phillips and Hansen (1990) is still applicable. FM. versions of the generalized method of moments (GMM) estimator and the generalized instrumental variables estimator (GIVE) were also developed, and these estimators (FM-GMM and FM-GIVE) were designed specifically to take advantage of potential stationarity in the regressors (or unknown linear combinations of them). These estimators were shown to deliver efficiency gains over FM-IV in the estimation of the stationary components of a model.
Year of publication: |
1995
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Authors: | Kitamura, Yuichi ; Phillips, Peter C.B. |
Published in: |
Econometric Theory. - Cambridge University Press. - Vol. 11.1995, 05, p. 1095-1130
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Publisher: |
Cambridge University Press |
Description of contents: | Abstract [journals.cambridge.org] |
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