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Functional coefficient cointegration models with Box-Cox transformation

Lin, Yingqian; Tu, Yundong*
Social Sciences Citation Index
北京大学

摘要

This paper considers a functional coefficient cointegration model where the dependent variable is subject to a Box-Cox transformation. A profile method is proposed to estimate the Box-Cox transformation parameter beta(0). We first approximate the functional coefficients by sieve method assuming that beta(0) is known. Then an extremum estimator of beta(0) is proposed based on a loss function which measures the relative variation of the regression residual compared to the variation in the transformed dependent variable. Finally, a plug-in estimator of the functional coefficients is obtained. Asymptotic properties of the proposed estimators are developed. Numerical results demonstrate the nice performance of the estimators and corroborate the theoretical development.

关键词

Box-Cox transformation Cointegration Extremum estimation Functional coefficient Sieve method