Abstract

A modified and extended tensor notation is introduced that is sufficient to cover multivariate moments and cumulants as special cases. Using this notation, two basic identities are given. The first of these expresses generalized cumulants in terms of ordinary cumulants. The second gives the joint cumulant generating function of any polynomial transformation in terms of the cumulants of the original variables. Three applications of the basic identities are given. The first application is concerned with sample cumulants or k-statistics, the second to Edgeworth series and the third to exponential family models.

Keywords

CumulantMathematicsNotationEdgeworth seriesExponential familyPolynomialExponential functionTensor (intrinsic definition)Algebra over a fieldPure mathematicsApplied mathematicsStatisticsMathematical analysisArithmetic

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Publication Info

Year
1984
Type
article
Volume
71
Issue
3
Pages
461-476
Citations
70
Access
Closed

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Peter McCullagh (1984). Tensor notation and cumulants of polynomials. Biometrika , 71 (3) , 461-476. https://doi.org/10.1093/biomet/71.3.461

Identifiers

DOI
10.1093/biomet/71.3.461