[Tutor] Gamma distribution function
Kent Johnson
kent37 at tds.net
Tue Jan 13 23:53:36 CET 2009
On Tue, Jan 13, 2009 at 5:11 PM, culpritNr1 <ig2ar-saf1 at yahoo.co.uk> wrote:
>
> Hi Jarvis,
>
> I tried the scipy function. I don't understand it. Look, if you go to
> http://en.wikipedia.org/wiki/Poisson_Distribution wiki's Poisson
> distribution documentation you'll find that this is the naive way to
> compute a Poisson probability mass function
>
>>>> lam = 1
>>>> k = 2
>>>> math.exp(-lam) * lam**k / factorial(k)
> 0.18393972058572117
>
> Notice that it matches the figure in the wiki page (the red curve).
>
> Now, the scipy module does this:
>>>> stats.distributions.poisson.rvs(1, 2)
> array([3])
>
> The python documentation on this functionality is extremely poor.
See http://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.poisson.html
I think you want poisson.pmf(), not poisson.rvs(). See the note at the
bottom of the referenced page. I think rvs() is picking random values
distributed according to the given poisson distribution, that is why
you get different numbers each time.
Kent
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