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It is well known that natural exponential families (NEFs) are uniquely determined by their variance functions (VFs). However, there exist examples showing that even an incomplete knowledge of a matrix VF can be sufficient to determine a multivariate NEF. Following such an idea, in this paper a complete description of bivariate NEFs with linear diagonal of the matrix VF is given. As a result we obtain the families of distributions with marginals that are some combinations of Poisson and normal distributions. Furthermore, the characterization extends (in two-dimensional case) the classification of NEFs with linear matrix VF obtained by Letac [11]. The main result is formulated in terms of regression properties.
Słowa kluczowe
Czasopismo
Rocznik
Tom
Strony
121--139
Opis fizyczny
Bibliogr. 14 poz.
Twórcy
autor
- Faculty of Mathematics and Information Science, Warsaw University of Technology, 00-661 Warsaw, Poland
Bibliografia
- [1] S. K. Bar-Lev, Methods of constructing characterizations by constancy of regression on the sample mean and related problems for NEF’s, Math. Methods Statist. 16 (2) (2007), pp. 96-109.
- [2] S. K. Bar-Lev, D. Bshouty, P. Enis, G. Letac, Lu I-Li and D. Richards, The diagonal multivariate natural exponential families and their classification, J. Theoret. Probab. 7 (1994), pp. 883-929.
- [3] M. Casalis, Les familles exponentielles sur R2 de fonction-variance V (m) = am m +B(m) + C, C. R. Acad. Sci. Paris 314 (1992), pp. 635-638.
- [4] M. Casalis, The 2d + 4 simple quadratic natural exponential families on Rd, Ann. Statist. 24 (1996), pp. 1828-1854.
- [5] E. B. Fosam and D. N. Shanbhag, An extended Laha-Lukacs characterization result based on a regression property, J. Statist. Plann. Inference 63 (1997), pp. 173-186.
- [6] F. S. Gordon, Characterizations of populations using regression properties, Ann. Statist. 1 (1973), pp. 114-126.
- [7] A. Hassairi and M. Zarai, Characterization of the simple cubic multivariate exponential families, J. Funct. Anal. 235 (2006), pp. 69-89.
- [8] C. Kokonendji and A. Masmoudi, A characterization of Poisson-Gaussian families by generalized variance, Bernoulli 12 (2) (2006), pp. 371-379.
- [9] C. Kokonendji and V. Seshadri, On the determinant of the second derivative of a Laplace transform, Ann. Statist. 24 (1996), pp. 1813-1827.
- [10] R. G. Laha and E. Lukacs, On a problem connected with quadratic regression, Biometrika 47 (1960), pp. 335-343.
- [11] G. Letac, Le problème de la classification des familles exponentielles naturelles de Rd ayant une fonction-variance quadratique, in: Probability Measures on Groups IX, Lecture Notes in Math. No 1379 (1989).
- [12] G. Letac, Lectures on natural exponential families and their variance functions, Monograph No 50, IMPA, Rio de Janeiro 1992.
- [13] G. Letac and J. Wesołowski, Laplace transforms which are negative powers of quadratic polynomials, Trans. Amer. Math. Soc. 360 (12) (2008), pp. 6475-6496.
- [14] E. Lukacs, Some extensions of a theorem of Marcinkiewicz, Pacific J. Math. 12 (1962), pp. 58-67.
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Bibliografia
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