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Simplified Matrix Methods for Multivariate Edgeworth Expansions

Author

Listed:
  • Gubhinder Kundhi

    (Memorial University of Newfoundland)

  • Paul Rilstone

    (York University)

Abstract

Simplified matrix methods are used to analyze the higher order asymptotic properties of $$k\times 1$$ k × 1 sample averages. Kronecker differentiation is used to define $$k^{j }\times 1$$ k j × 1 , j’th order moments, $$\mu _j$$ μ j , cumulants $$\kappa _j$$ κ j and Hermite polynomials, $$H_j$$ H j . These are then used to derive valid multivariate Edgeworth expansions of arbitrary order having the same form as the standard univariate case: $$p(x) = \phi (x)[1 + N^{-1/2} \kappa _{3}' H_{ 3}(x) /6 +{ N^{-1} } ( 3 { \kappa _{4}' }{ } H_{ 4}(x) + \kappa _3'^{ \otimes 2} H_{ 6}(x) )/72+\cdots ]$$ p ( x ) = ϕ ( x ) [ 1 + N - 1 / 2 κ 3 ′ H 3 ( x ) / 6 + N - 1 ( 3 κ 4 ′ H 4 ( x ) + κ 3 ′ ⊗ 2 H 6 ( x ) ) / 72 + ⋯ ] . All the usual steps in the development of a valid Edgeworth expansion are shown to be easily derived using matrix algebra.

Suggested Citation

  • Gubhinder Kundhi & Paul Rilstone, 2020. "Simplified Matrix Methods for Multivariate Edgeworth Expansions," Journal of Quantitative Economics, Springer;The Indian Econometric Society (TIES), vol. 18(2), pages 293-326, June.
  • Handle: RePEc:spr:jqecon:v:18:y:2020:i:2:d:10.1007_s40953-019-00184-w
    DOI: 10.1007/s40953-019-00184-w
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    References listed on IDEAS

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    1. Masanobu Taniguchi, 1984. "Validity Of Edgeworth Expansions For Statistics Of Time Series," Journal of Time Series Analysis, Wiley Blackwell, vol. 5(1), pages 37-51, January.
    2. Kundhi, Gubhinder & Rilstone, Paul, 2012. "Edgeworth expansions for GEL estimators," Journal of Multivariate Analysis, Elsevier, vol. 106(C), pages 118-146.
    3. Corbae,Dean & Durlauf,Steven N. & Hansen,Bruce E. (ed.), 2006. "Econometric Theory and Practice," Cambridge Books, Cambridge University Press, number 9780521807234, January.
    4. Kundhi, Gubhinder & Rilstone, Paul, 2013. "Edgeworth And Saddlepoint Expansions For Nonlinear Estimators," Econometric Theory, Cambridge University Press, vol. 29(5), pages 1057-1078, October.
    5. Phillips, Peter C B & Park, Joon Y, 1988. "On the Formulation of Wald Tests of Nonlinear Restrictions," Econometrica, Econometric Society, vol. 56(5), pages 1065-1083, September.
    6. Rilstone, Paul & Srivastava, V. K. & Ullah, Aman, 1996. "The second-order bias and mean squared error of nonlinear estimators," Journal of Econometrics, Elsevier, vol. 75(2), pages 369-395, December.
    7. Tõnu Kollo & Dietrich Von Rosen, 1998. "A Unified Approach to the Approximation of Multivariate Densities," Scandinavian Journal of Statistics, Danish Society for Theoretical Statistics;Finnish Statistical Society;Norwegian Statistical Association;Swedish Statistical Association, vol. 25(1), pages 93-109, March.
    8. Magnus, Jan R., 2010. "On the concept of matrix derivative," Journal of Multivariate Analysis, Elsevier, vol. 101(9), pages 2200-2206, October.
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    Cited by:

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