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Gamma Distribution in ST-Sim

Syncrosim Forums ST-Sim & State-and-Transition Simulation Models Gamma Distribution in ST-Sim

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  • #21734
    leonardo-fridleonardo-frid
    Keymaster

    A user recently emailed this question:
    I have a question about how a gamma probability distribution is implemented in ST-Sim. A gamma distribution is characterized by two parameters: a shape parameter (k) and a rate parameter (beta). However, ST-Sim only allows input of Mean and Standard Deviation as parameters that characterize a gamma distribution.

    Should I:
    (1) be substituting k and beta values in for the mean and standard deviation if I want to use a gamma probability distribution? Or…
    (2) is ST-Sim converting mean and SD to the shape and rate parameters internally? In other words, I provide the ‘moments’ (mean and SD) and ST-Sim somehow converts these moments to shape and rate. Thanks.

    Answer:
    The second option is correct. You provide the mean and standard deviation and the shape and rate parameters are calculated internally according to the following formulas:

    k = (mu / sigma)^2
    θ = sigma^2 / mu
    

    where:

    k is the Shape;
    θ is the Scale;
    1/θ is the Rate;
    mu is the Mean; and
    sigma is the Standard Deviation
    
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