Title of article :
The relationship between the Beveridge–Nelson decomposition and other permanent–transitory decompositions that are popular in economics
Author/Authors :
Oh، نويسنده , , Kum Hwa and Zivot، نويسنده , , Eric and Creal، نويسنده , , Drew، نويسنده ,
Issue Information :
دوفصلنامه با شماره پیاپی سال 2008
Abstract :
The Beveridge–Nelson (BN) decomposition is a model-based method for decomposing time series into permanent and transitory components. When constructed from an ARIMA model, it is closely related to decompositions based on unobserved components (UC) models with random walk trends and covariance stationary cycles. The decomposition when extended to I ( 2 ) models can also be related to non-model-based signal extraction filters such as the HP filter. We show that the BN decomposition provides information on the correlation between the permanent and transitory shocks in a certain class of UC models. The correlation between components is known to determine the smoothed estimates of components from UC models. The BN decomposition can also be used to evaluate the efficacy of alternative methods. We also demonstrate, contrary to popular belief, that the BN decomposition can produce smooth cycles if the reduced form forecasting model is appropriately specified.
Keywords :
Permanent–transitory decomposition , Trend–cycle decomposition , state-space models , Unobserved components time series model , Kalman filter
Journal title :
Journal of Econometrics
Journal title :
Journal of Econometrics