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Optimal Tests for Reduced Rank Time Variation in Regression Coefficients and Level Variation in the Multivariate Local Level Model

Author

Listed:
  • Piotr Eliasz

    (Princeton University)

  • James H. Stock

    (Harvard University)

  • Mark W. Watson

    (Princeton University)

Abstract

This paper constructs tests for martingale time variation in regression coefficients in the regression model yt = xt′βt + ut, where βt is k×1, and Σβ is the covariance matrix of Δβt. Under the null there is no time variation, so Ho: Σβ = 0, under the alternative there is time variation in r linear combinations of the coefficients, so Ha: rank(Σβ ) = r, where r may be less than k. The Gaussian point optimal invariant test for this reduced rank testing problem is derived, and the test’s asymptotic behavior is studied under local alternatives. The paper also considers the analogous testing problem in the multivariate local level model Zt = μt + at, where Zt is a k×1 vector, μt is a level process that is constant under the null but is subject to reduced rank martingale variation under the alternative, and at is an I(0) process. The test is used to investigate possible common trend variation in the growth rate of per-capita GDP in France, Germany and Italy.

Suggested Citation

  • Piotr Eliasz & James H. Stock & Mark W. Watson, 2003. "Optimal Tests for Reduced Rank Time Variation in Regression Coefficients and Level Variation in the Multivariate Local Level Model," Working Papers 2003-1, Princeton University. Economics Department..
  • Handle: RePEc:pri:econom:2003-1
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    File URL: http://www.princeton.edu/~mwatson/papers/rrtvp_03.pdf
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    References listed on IDEAS

    as
    1. Andrews, Donald W K & Ploberger, Werner, 1994. "Optimal Tests When a Nuisance Parameter Is Present Only under the Alternative," Econometrica, Econometric Society, vol. 62(6), pages 1383-1414, November.
    2. Thomas Dalsgaard & Jørgen Elmeskov & Cyn-Young Park, 2002. "Ongoing changes in the business cycle - evidence and causes," SUERF Studies, SUERF - The European Money and Finance Forum, number 20 edited by Morten Balling, May.
    3. Thomas S. Shively, 1988. "An Exact Test For A Stochastic Coefficient In A Time Series Regression Model," Journal of Time Series Analysis, Wiley Blackwell, vol. 9(1), pages 81-88, January.
    Full references (including those not matched with items on IDEAS)

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    More about this item

    Keywords

    TVP tests; multivariate local level model; POI tests;
    All these keywords.

    JEL classification:

    • C12 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Hypothesis Testing: General
    • C22 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes
    • C32 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes; State Space Models

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