Undergrad The normalizing constant in a gamma distribution

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SUMMARY

The gamma distribution is defined by the probability density function (PDF) \(P(X=x)=x^{\alpha-1}\lambda^\alpha e^{-\lambda x} \Gamma(\alpha)\), where \(\Gamma(\alpha)\) normalizes the PDF over the interval from 0 to \(\infty\). For integral values of \(\alpha\), \(\Gamma(\alpha) = \frac{1}{(\alpha-1)!}\). For non-integral values of \(\alpha\), the gamma function is defined as \(\Gamma(z) = \int_0^\infty t^{z-1}e^{-t} dt\) for \(z\) in the right half of the complex plane. The discussion emphasizes the equivalence of the derived expressions for both integral and non-integral values of \(\alpha\).

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  • Understanding of gamma distribution and its properties
  • Familiarity with the gamma function and its integral definition
  • Basic knowledge of probability density functions (PDFs)
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  • Research the properties of the gamma function in detail
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  • Study applications of the gamma distribution in statistics and probability
  • Learn about related distributions, such as the beta and chi-squared distributions
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Trollfaz
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Wikipedia and some of my simpler statistics courses present the gamma distribution with shape ##\alpha## and rate ##\lambda## as

$$P(X=x)=x^{\alpha-1}\lambda^\alpha e^{-\lambda x} \Gamma(\alpha)$$

Where ##\Gamma(\alpha)## is a value in terms of alpha to normalize the PDF from the space of x from 0 to ##\infty## (i.e make it's integral in the space 1).
I have derived that for integral values of ##\alpha##,
$$\Gamma(\alpha)=\frac{1}{(\alpha-1)!}$$
But how about non integral values of alpha? How do I get the ##\Gamma## constant?
https://en.m.wikipedia.org/wiki/Gamma_distribution
 
Last edited:
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Someone please help with the LaTex it's not working thanks
 
I think you derived that equation for Gamma wrong. It is a well known extension of the factorial: ##\Gamma(n)=(n-1)!## for positive integers ##n##, and in general, ##\Gamma(z)=\int_0^\infty t^{z-1}e^{-t} dt## for ##z## in the right half of the complex plane. (see https://en.wikipedia.org/wiki/Gamma_function )
There are tables and computer functions to get values.
 
FactChecker said:
I think you derived that equation for Gamma wrong
Both your formula and mine results in the same final expression
$$P(X=x)=e^{-\lambda x}\lambda^n x^{n-1}/(n-1)!$$
But what if n is non integral or is it not possible for n to be non integral
 
Trollfaz said:
Both your formula and mine results in the same final expression
$$P(X=x)=e^{-\lambda x}\lambda^n x^{n-1}/(n-1)!$$
But what if n is non integral or is it not possible for n to be non integral
By the integral definition @FactChecker gave you i post #3 or by the Wikipedia page about the Gamma function.

Here is a nice paper about the Gamma distribution:
https://ocw.mit.edu/courses/18-443-...924817d33e1ccb6f3a6b944c985d0cdb_lecture6.pdf
It directly starts with that definition.
 

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