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

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Homework Help Overview

The discussion revolves around calculating the third moment of a Gamma distribution, specifically for the parameters \(\Gamma(3.5, 2)\). Participants are exploring the mathematical formulation of the expectation \(E(X^3)\) and the implications of the Gamma function in this context.

Discussion Character

  • Mathematical reasoning, Problem interpretation, Assumption checking

Approaches and Questions Raised

  • The original poster attempts to compute \(E(X^3)\) using integration but expresses confusion regarding the Gamma function and its computation for non-integer values. Other participants discuss the relationship between the probability density functions of different Gamma distributions and question the derivation of certain equalities.

Discussion Status

Participants are actively engaging with the problem, raising questions about the derivation of relationships between the Gamma distributions and the computation of the Gamma function. There is a collaborative effort to clarify the mathematical reasoning involved, though no consensus or resolution has been reached.

Contextual Notes

There is an underlying assumption that participants are familiar with the properties of the Gamma distribution and the implications of non-integer parameters. The discussion also reflects a challenge in handling the Gamma function for fractional values.

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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