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Flexible trend-cycle decomposition of nonstationary multivariate time series

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  • Kosei Fukuda

Abstract

A flexible method for the trend-cycle decomposition of nonstationary multivariate time series is proposed. In this method, each time series is decomposed into a common or individual stochastic trend, a common or individual stationary cycle, and observation noise components. The combination of variables for a common trend or for a common cycle and the introduction of economic-theory-based trend are flexible and determined using the Akaike information criterion. Simulation results suggest that the proposed method works well, and two examples are shown to illustrate the efficacy of the proposed method, particularly by investigating the predictive accuracy.

Suggested Citation

  • Kosei Fukuda, 2007. "Flexible trend-cycle decomposition of nonstationary multivariate time series," Applied Economics, Taylor & Francis Journals, vol. 40(2), pages 135-147.
  • Handle: RePEc:taf:applec:v:40:y:2007:i:2:p:135-147
    DOI: 10.1080/00036840600749573
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    1. Beveridge, Stephen & Nelson, Charles R., 1981. "A new approach to decomposition of economic time series into permanent and transitory components with particular attention to measurement of the `business cycle'," Journal of Monetary Economics, Elsevier, vol. 7(2), pages 151-174.
    2. Gonzalo, Jesus & Granger, Clive W J, 1995. "Estimation of Common Long-Memory Components in Cointegrated Systems," Journal of Business & Economic Statistics, American Statistical Association, vol. 13(1), pages 27-35, January.
    3. Johansen, Soren, 1991. "Estimation and Hypothesis Testing of Cointegration Vectors in Gaussian Vector Autoregressive Models," Econometrica, Econometric Society, vol. 59(6), pages 1551-1580, November.
    4. Johansen, Soren, 1988. "Statistical analysis of cointegration vectors," Journal of Economic Dynamics and Control, Elsevier, vol. 12(2-3), pages 231-254.
    5. Gonzalo, Jesus & Ng, Serena, 2001. "A systematic framework for analyzing the dynamic effects of permanent and transitory shocks," Journal of Economic Dynamics and Control, Elsevier, vol. 25(10), pages 1527-1546, October.
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