Finding the mean of the gamma distribution

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thomas49th
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Finding the mean of the gamma distribution ("reparameterise")

Homework Statement


Find the mean of the gamma distribution.
[tex]f_{X}(x) = \frac{e^{-kx}x^{r-1}k^{r}}{(r-1)!} x>0, r ε N*, k>0[/tex]


Homework Equations


Interestingly this is the alternative form of the gamma distribution


The Attempt at a Solution



I didn't really know where to begin, so peeked at the answers. Apparently I have to reparameterise r→r+1. Can someone explain to me what this means? How does it differ from a substitution? Is there a way to solve it without reparameterising and how do I spot when to reparameterise?

Thanks
Thomas
 
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thomas49th said:

Homework Statement


Find the mean of the gamma distribution.
[tex]f_{X}(x) = \frac{e^{-kx}x^{r-1}k^{r}}{(r-1)!} x>0, r ε N*, k>0[/tex]
So$$
E(X) = \int_0^\infty xf_X(x)\,dx=\int_0^\infty \frac{e^{-kx}x^{r}k^{r}}{(r-1)!}\, dx$$Try a change of variable ##u=kx## and remember the definition of ##\Gamma(r)## and that ##\Gamma(r)=(r-1)!##.
 


thomas49th said:

Homework Statement


Find the mean of the gamma distribution.
[tex]f_{X}(x) = \frac{e^{-kx}x^{r-1}k^{r}}{(r-1)!} x>0, r ε N*, k>0[/tex]


Homework Equations


Interestingly this is the alternative form of the gamma distribution


The Attempt at a Solution



I didn't really know where to begin, so peeked at the answers. Apparently I have to reparameterise r→r+1. Can someone explain to me what this means? How does it differ from a substitution? Is there a way to solve it without reparameterising and how do I spot when to reparameterise?

Thanks
Thomas
Here's a hint for an easy no-calculus solution. By definition, the mean is the integral of

[tex]x f_{X}(x) = \frac{e^{-kx}x^{r}k^{r}}{(r-1)!} = \frac{e^{-kx}x^{r}k^{r+1}}{r!} \cdot \frac{r}{k}[/tex]

Hmm... isn't that the pdf of a gamma distribution with parameters k and r+1, times r/k?

And doesn't a pdf integrate to 1?