How Do You Calculate the Third Moment of a Gamma Distribution?

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SUMMARY

The discussion focuses on calculating the expected value E(X^3) for a Gamma distribution defined as X ~ Γ(3.5, 2). Participants clarify that E(X^3) cannot be expressed as the product of E(X) due to the lack of independence. The computation involves integrating the function E(X^3) = ∫_0^{∞} (x^3 / Γ(3.5) * 2^{3.5}) * x^{3.5-1} * e^{-x/2} dx. A key insight is that x^3 * f1(x) = c * f2(x), where f1 and f2 are the probability density functions of Γ(3.5, 2) and Γ(6.5, 2), respectively.

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Artusartos
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Let X be \Gamma(3.5,2). Find E(X^3).

We can't write E(X^3)=E(X)E(X)E(X), right? (since they are not independent)...

So I just tried to compute:

E(X^3) = int_0^{/infty} \frac{x^3}{\Gamma(3.5)2^{3.5}} x^{3.5-1} e^{-x/\beta} dx

But I'm having a problem, since \Gamma(3.5) = (3.5)! and I don't know how to compute (3.5)!...

Thanks in advance
 
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Artusartos said:
Let X be \Gamma(3.5,2). Find E(X^3).

We can't write E(X^3)=E(X)E(X)E(X), right? (since they are not independent)...

So I just tried to compute:

E(X^3) = int_0^{/infty} \frac{x^3}{\Gamma(3.5)2^{3.5}} x^{3.5-1} e^{-x/\beta} dx

But I'm having a problem, since \Gamma(3.5) = (3.5)! and I don't know how to compute (3.5)!...

Thanks in advance

##x^3 x^{3.5 - 1} = x^{6.5 - 1}, ## so after supplying the appropriate factors you essentially have ##X^3 \Gamma(3.5,2) = c \Gamma(6.5,2)## for some constant c.
 
Ray Vickson said:
##x^3 x^{3.5 - 1} = x^{6.5 - 1}, ## so after supplying the appropriate factors you essentially have ##X^3 \Gamma(3.5,2) = c \Gamma(6.5,2)## for some constant c.

Thanks, but I don't understand how you got this equality...
 
Last edited:
Artusartos said:
Thanks, but I don't think I understand where this equality came from...##X^3 \Gamma(3.5,2) = c \Gamma(6.5,2)##

What I really meant (but it was harder to write) was: if f1(x) = probability density of Gamma(3.5,2) and f2(x) = probability density of Gamma(6.5,2), then we have x^3*f1(x) = c*f2(x) for some constant c. Now I will leave the rest up to you.
 
Ray Vickson said:
What I really meant (but it was harder to write) was: if f1(x) = probability density of Gamma(3.5,2) and f2(x) = probability density of Gamma(6.5,2), then we have x^3*f1(x) = c*f2(x) for some constant c. Now I will leave the rest up to you.

Ok, thanks... :)
 

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