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单词 Probability Function
释义

Probability Function

The probability density function (also called the Probability Density Function) of a continuous distribution isdefined as the derivative of the (cumulative) Distribution Function ,

(1)

so
(2)


A probability density function satisfies

(3)

and is constrained by the normalization condition,
(4)

Special cases are
(5)
(6)
(7)


If and , then

(8)


Given the Moments of a distribution (, , and the Gamma Statistics), the asymptotic probability function is given by

(9)
where
(10)

is the Normal Distribution, and
(11)

for (with Cumulants and the Standard Deviation; Abramowitz and Stegun1972, p. 935).

See also Continuous Distribution, Cornish-Fisher Asymptotic Expansion, Discrete Distribution,Distribution Function, Joint Distribution Function


References

Abramowitz, M. and Stegun, C. A. (Eds.). ``Probability Functions.'' Ch. 26 in Handbook of Mathematical Functions with Formulas, Graphs, and Mathematical Tables, 9th printing. New York: Dover, pp. 925-964, 1972.


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