Proving Inverse Gamma Variance: Step-by-Step Guide

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    Gamma Inverse Variance
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SUMMARY

The variance of the inverse gamma distribution is proven to be \(\frac{\beta^2}{(\alpha - 1)^2 (\alpha - 2)}\). The derivation begins with the expectation \(E(x) = \int_0^\infty x \frac{\beta^{\alpha}}{\gamma(\alpha)}\left(\frac{1}{x}\right)^{\alpha + 1} e^{-\frac{\beta}{x}} dx\). By substituting \(y = \frac{\beta}{x}\) and simplifying, the integral leads to \(\frac{\beta^{\alpha}}{\gamma(\alpha)} \frac{1}{\beta^{\alpha + 1}}\int_0^\infty y^{\alpha + 1} e^{-y} dy\), which ultimately connects to the gamma function \(\Gamma(\alpha + 2)\). The relationship \(\frac{\Gamma(2 + \alpha)}{\Gamma(\alpha)}\) is established using the property \(\Gamma(z + 1) = z \Gamma(z)\).

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confused88
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Hi! Can someone help me prove that the variance for the inverse gamma is:

\frac{\beta^2}{(\alpha - 1)^2 (\alpha -2)}

I started with:
<br /> E(x) = \int_0^\infty x \frac{\beta^{\alpha}}{\gamma(\alpha)}(\frac{1}{x})^{\alpha + 1} exp (\frac{-\beta}{x}) dx

then i let y = \frac{\beta}{x}; dy = \frac{1}{x}; x = \frac{\beta}{y}

so then i get:
<br /> \frac{\beta^{\alpha}}{\gamma(\alpha)} \int_0^\infty (\frac{y}{\beta})^{\alpha + 1} e^{-y} dy

I'm really not sure if I'm doing this right..but i'll keep going just in case, so then i get:
<br /> \frac{\beta^{\alpha}}{\gamma(\alpha)} \frac{1}{\beta^{\alpha + 1}}\int_0^\infty y^{\alpha + 1} e^{-y} dy

I don't know what to do now, any help would be greatly appreciated
 
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I can't quite follow what you are doing, but by the looks of it you are close... the integral you have on your last line is \Gamma(\alpha + 2).
If the \gamma(\alpha) in your denominator is the same function (Euler gamma function) then you can further simplify
\frac{ \Gamma(2 + \alpha) }{ \Gamma(\alpha) }
using that \Gamma(z + 1) = z \Gamma(z).
 

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