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Biometrika 1984 71(3):461-476; doi:10.1093/biomet/71.3.461
© 1984 by Biometrika Trust
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Tensor notation and cumulants of polynomials

PETER McCULLAGH

Department of Mathematics, Imperial College London, U.K.

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.

Key Words: Bartlett correction factor • Cumulant • Cumulant tensor • Edgeworth series • Exponential family • Generalized cumulant • Graph • Hermite tensor • k-statistic • Möbius function • Partition lattice • Pattern function • Polynomial transformation • Signed likelihood ratio statistic • Tensor


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