Some statistical applications of Faa di Bruno
The formula of Faa di Bruno is used to calculate higher order derivatives of a composition of functions. In this paper, we first review the multivariate version due to Constantine and Savits [A multivariate Faa di Bruno formula with applications, Trans. AMS 348 (1996) 503–520]. We next derive some u...
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Veröffentlicht in: | Journal of multivariate analysis 2006-11, Vol.97 (10), p.2131-2140 |
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Format: | Artikel |
Sprache: | eng |
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Zusammenfassung: | The formula of Faa di Bruno is used to calculate higher order derivatives of a composition of functions. In this paper, we first review the multivariate version due to Constantine and Savits [A multivariate Faa di Bruno formula with applications, Trans. AMS 348 (1996) 503–520]. We next derive some useful recursion formulas. These results are then applied to obtain both explicit expressions and recursive formulas for the multivariate Hermite polynomials and moments associated with a multivariate normal distribution. Finally, an explicit expression is derived for the formal Edgeworth series expansion of the distribution of a normalized sum of iid random variables. |
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ISSN: | 0047-259X 1095-7243 |
DOI: | 10.1016/j.jmva.2006.03.001 |