Factorial moment generating function

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In probability theory and statistics, the factorial moment generating function (FMGF) of the probability distribution of a real-valued random variable X is defined as

:M_X(t)=\operatorname{E}\bigl[t^{X}\bigr]

for all complex numbers t for which this expected value exists. This is the case at least for all t on the unit circle |t|=1, see characteristic function. If X is a discrete random variable taking values only in the set {0,1, ...} of non-negative integers, then M_X is also called probability-generating function (PGF) of X and M_X(t) is well-defined at least for all t on the closed unit disk |t|\le1.

The factorial moment generating function generates the factorial moments of the probability distribution.

Provided M_X exists in a neighbourhood of t = 1, the nth factorial moment is given by {{Cite web |last=Néri |first=Breno de Andrade Pinheiro |date=2005-05-23 |title=Generating Functions |url=http://homepages.nyu.edu/~bpn207/Teaching/2005/Stat/Generating_Functions.pdf |archive-url=https://web.archive.org/web/20120331042031/https://files.nyu.edu/bpn207/public/Teaching/2005/Stat/Generating_Functions.pdf |archive-date=2012-03-31 |website=nyu.edu}}

:\operatorname{E}[(X)_n]=M_X^{(n)}(1)=\left.\frac{\mathrm{d}^n}{\mathrm{d}t^n}\right|_{t=1} M_X(t),

where the Pochhammer symbol (x)n is the falling factorial

:(x)_n = x(x-1)(x-2)\cdots(x-n+1).\,

(Many mathematicians, especially in the field of special functions, use the same notation to represent the rising factorial.)

Examples

=Poisson distribution=

Suppose X has a Poisson distribution with expected value λ, then its factorial moment generating function is

:M_X(t)

=\sum_{k=0}^\infty t^k\underbrace{\operatorname{P}(X=k)}_{=\,\lambda^ke^{-\lambda}/k!}

=e^{-\lambda}\sum_{k=0}^\infty \frac{(t\lambda)^k}{k!} = e^{\lambda(t-1)},\qquad t\in\mathbb{C},

(use the definition of the exponential function) and thus we have

:\operatorname{E}[(X)_n]=\lambda^n.

See also

References

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Category:Factorial and binomial topics

Category:Moments (mathematics)

Category:Generating functions