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On the Properties of Marginal Densities and Conditional Moments of Elliptically Contoured Measures

In: Mathematical Statistics and Probability Theory

Author

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  • P. J. Szabłowski

    (Technical University of Warsaw, Institute of Mathematics)

Abstract

We derive formulae relating marginal densities of an n-dimensional elliptically contoured vector y=(y1,...,yn) to the distribution of yT $${\sum ^{ - 1}}y$$ , where $$ \sum { = EY{Y^T}} $$ and to the conditional moments of the form: $$ E\left( {y_1^{{j_1}} \ldots y_m^{{j_m}}\,{y_r}, \ldots, {y_n}} \right) $$ , where r > m and j1,...,jm are nonnegative integers. It turns out that these densities and moments are defined by certain functions of one variable. We study such properties of these functions as different iability and monotonicity. Using formulae defining conditional moments we characterize certain subclass of elliptically contoured measures. The elements of this subclass have especially simple form of some conditional moments and conditional correlation coefficient between the squares of say and y1 and y2. This approach enables to look at Gaussian distribution as a sort of boundary distribution separating two, at first look different, subclasses of elliptically contoured measures.

Suggested Citation

  • P. J. Szabłowski, 1987. "On the Properties of Marginal Densities and Conditional Moments of Elliptically Contoured Measures," Springer Books, in: M. L. Puri & P. Révész & W. Wertz (ed.), Mathematical Statistics and Probability Theory, pages 237-252, Springer.
  • Handle: RePEc:spr:sprchp:978-94-009-3963-9_18
    DOI: 10.1007/978-94-009-3963-9_18
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