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Scaled inverse chi-squared distribution : ウィキペディア英語版
Scaled inverse chi-squared distribution
~
\frac\right )},\frac\right)
\left/\Gamma\left(\frac\right)\right.|
mean =\frac for \nu >2\,|
median =|
mode =\frac|
variance =\fracfor \nu >4\,|
skewness =\frac\sqrtfor \nu >6\,|
kurtosis =\fracfor \nu >8\,|
entropy =\frac
\!+\!\ln\left(\frac\Gamma\left(\frac\right)\right)
\!-\!\left(1\!+\!\frac\right)\psi\left(\frac\right)|
mgf =\frac)}\left(\frac\right)^}\!\!K_}\left(\sqrt\right)|
char =\frac)}\left(\frac\right)^}\!\!K_}\left(\sqrt\right)|
}}
The scaled inverse chi-squared distribution is the distribution for ''x'' = 1/''s''2, where ''s''2 is a sample mean of the squares of ν independent normal random variables that have mean 0 and inverse variance 1/σ2 = τ2. The distribution is therefore parametrised by the two quantities ν and τ2, referred to as the ''number of chi-squared degrees of freedom'' and the ''scaling parameter'', respectively.
This family of scaled inverse chi-squared distributions is closely related to two other distribution families, those of the inverse-chi-squared distribution and the inverse gamma distribution. Compared to the inverse-chi-squared distribution, the scaled distribution has an extra parameter ''τ''2, which scales the distribution horizontally and vertically, representing the inverse-variance of the original underlying process. Also, the scale inverse chi-squared distribution is presented as the distribution for the inverse of the ''mean'' of ν squared deviates, rather than the inverse of their ''sum''. The two distributions thus have the relation that if
:X \sim \mbox\chi^2(\nu, \tau^2)   then   \frac \sim \mbox\chi^2(\nu)
Compared to the inverse gamma distribution, the scaled inverse chi-squared distribution describes the same data distribution, but using a different parametrization, which may be more convenient in some circumstances. Specifically, if
:X \sim \mbox\chi^2(\nu, \tau^2)   then   X \sim \textrm\left(\frac, \frac\right)
Either form may be used to represent the maximum entropy distribution for a fixed first inverse moment (E(1/X)) and first logarithmic moment (E(\ln(X)).
The scaled inverse chi-squared distribution also has a particular use in Bayesian statistics, somewhat unrelated to its use as a predictive distribution for ''x'' = 1/''s''2. Specifically, the scaled inverse chi-squared distribution can be used as a conjugate prior for the variance parameter of a normal distribution. In this context the scaling parameter is denoted by σ02 rather than by τ2, and has a different interpretation. The application has been more usually presented using the inverse gamma distribution formulation instead; however, some authors, following in particular Gelman ''et al.'' (1995/2004) argue that the inverse chi-squared parametrisation is more intuitive.
==Characterization==
The probability density function of the scaled inverse chi-squared distribution extends over the domain x>0 and is
:
f(x; \nu, \tau^2)=
\frac~
\frac\right )},\frac\right)
\left/\Gamma\left(\frac\right)\right.
:=Q\left(\frac,\frac\right)
where \Gamma(a,x) is the incomplete Gamma function, \Gamma(x) is the Gamma function and Q(a,x) is a regularized Gamma function. The characteristic function is
:\varphi(t;\nu,\tau^2)=
:\frac)}\left(\frac\right)^}\!\!K_}\left(\sqrt\right) ,
where K_}(z) is the modified Bessel function of the second kind.
Differential equation

\left\}
\left(\nu \tau ^2\right)^}\right)}\right\}


抄文引用元・出典: フリー百科事典『 ウィキペディア(Wikipedia)
ウィキペディアで「Scaled inverse chi-squared distribution」の詳細全文を読む



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