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https://issues.apache.org/jira/browse/RNG-96?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=16826060#comment-16826060
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Alex D Herbert commented on RNG-96:
-----------------------------------

{quote}I'd favour the cleaner fix (i.e. change parameter order and name in 
order to match the reference).
{quote}
OK. So update the sampler so that the parameter order and meaning is the same 
as Commons Math 3:

alpha = shape

theta = scale

I will maintain alpha and theta but note the alternative names in the Javadoc. 
FYI. I already added the alternative names to the javadoc when I split the 
algorithms for RNG-68. I just did not notice the sampler functionality was 
reversed until I started using the sampler for simulations.
{quote}Class GammaDistribution in "Commons Statistics" should also be fixed.
{quote}
IIUC that would be just be a parameter swap in the following method:
{code:java}
public ContinuousDistribution.Sampler createSampler
{code}
The javadoc about the algorithm appears to be correct, i.e. AhrensDieter when 
shape < 1 or else MarsagliaTsang.

The change to this class should be made when Commons RNG 1.3 is released. 
Should I add a Jira ticket to do this to Commons Statistics and link this?

> AhrensDieterMarsagliaTsangGammaSampler incorrectly names parameters
> -------------------------------------------------------------------
>
>                 Key: RNG-96
>                 URL: https://issues.apache.org/jira/browse/RNG-96
>             Project: Commons RNG
>          Issue Type: Bug
>          Components: sampling
>    Affects Versions: 1.3
>            Reporter: Alex D Herbert
>            Assignee: Alex D Herbert
>            Priority: Minor
>             Fix For: 1.3
>
>
> The AhrensDieterMarsagliaTsangGammaSampler has parameters alpha and theta.
> Using the naming conventions on [Wikipedia Gamma 
> distribution|https://en.wikipedia.org/wiki/Gamma_distribution] the alpha 
> parameter is also known as the shape and the theta parameter is the scale:
> {noformat}
> // Wikipedia
> alpha = shape
> theta = scale
> {noformat}
> However if the sampler is run with the same parameters as the Wikipedia 
> article histograms of the output sample distribution does not match. They 
> need to be swapped indicating a naming mismatch.
> Studying the same algorithm in o.a.c.math3.distribution.GammaDistribution it 
> appears that the theta parameter is being used by Commons RNG as the shape 
> and the alpha parameter is being used as the scale. So the names are 
> incorrect and have been swapped.
> {noformat}
> // Commons RNG
> alpha = scale (wrong)
> theta = shape (wrong)
> {noformat}
> The unit tests for this sampler does this:
> {code:java}
> // Gamma (theta < 1).
> add(LIST, new 
> org.apache.commons.math3.distribution.GammaDistribution(unusedRng,
>     thetaGammaSmallerThanOne, alphaGamma),
>     new AhrensDieterMarsagliaTsangGammaSampler(
>             RandomSource.create(RandomSource.XOR_SHIFT_1024_S),
>             alphaGamma, thetaGammaSmallerThanOne));
> // Gamma (theta > 1).
> add(LIST, new 
> org.apache.commons.math3.distribution.GammaDistribution(unusedRng, 
>     thetaGammaLargerThanOne, alphaGamma),
>     new AhrensDieterMarsagliaTsangGammaSampler(
>               RandomSource.create(RandomSource.WELL_44497_B),
>                                                
>               alphaGamma, thetaGammaLargerThanOne));
> {code}
> This is a different parameter order for the two samplers.
>  So the tests enforce the fact that the parameters are swapped between 
> Commons Math3 and Commons RNG.
> Changing the actual parameter order would be a change of functionality. So 
> this can be fixed by updating the Javadoc and parameter names for the sampler.
> {noformat}
> // Commons RNG
> alpha renamed to theta (scale)
> theta renamed to alpha (shape)
> {noformat}



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