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单词 CumulantGeneratingFunction
释义

cumulant generating function


Given a random variableMathworldPlanetmath X, the cumulant generating function of X is the following function:

HX(t)=lnE[etX]

for all tR in which the expectation converges.

In other , the cumulant generating function is just the logarithm of the moment generating function.

The cumulant generating function of X is defined on a (possibly degenerate) interval containing t=0; one has HX(0)=0; moreover, HX(t) is a convex function (http://planetmath.org/ConvexFunction). (Indeed, the moment generating function is defined on a possibly degenerate interval containing t=0, which image is a positive interval containing t=1; so the logarithm is defined on the same interval on which is defined the moment generating function.)

The kth-derivative of the cumulant generating function evaluated at zero is the kth cumulant of X.

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更新时间:2025/5/24 18:49:56