Derivatives of PGF of Poisson Distribution

From ProofWiki
Jump to: navigation, search

Theorem

Let $X$ be a discrete random variable with the Poisson distribution with parameter $\lambda$.

Then the derivatives of the PGF of $X$ w.r.t. $s$ are:

$\dfrac {d^k} {ds^k} \Pi_X \left({s}\right) = \lambda^k e^{- \lambda \left({1-s}\right)}$


Proof

The Probability Generating Function of Poisson Distribution is:

\(\displaystyle \) \(\displaystyle \) \(\displaystyle \) \(\displaystyle \Pi_X \left({s}\right)\) \(=\) \(\displaystyle e^{-\lambda \left({1-s}\right)}\) \(\displaystyle \) \(\displaystyle \) \(\displaystyle \)                    
\(\displaystyle \) \(\displaystyle \) \(\displaystyle \) \(\displaystyle \) \(=\) \(\displaystyle e^{-\lambda + \lambda s}\) \(\displaystyle \) \(\displaystyle \) \(\displaystyle \)                    
\(\displaystyle \) \(\displaystyle \) \(\displaystyle \) \(\displaystyle \) \(=\) \(\displaystyle e^{-\lambda} e^{\lambda s}\) \(\displaystyle \) \(\displaystyle \) \(\displaystyle \)          Exponent of Sum          


We have that for a given Poisson distribution, $\lambda$ is constant.


From Higher Derivatives of Exponential Function, we have that:

$\dfrac {d^k}{ds^k} \left({e^{\lambda s}}\right) = \lambda^k e^{\lambda s}$

Thus we have:

\(\displaystyle \) \(\displaystyle \) \(\displaystyle \) \(\displaystyle \frac {d^k} {ds^k} \Pi_X \left({s}\right)\) \(=\) \(\displaystyle \frac {d^k}{ds^k} e^{-\lambda} \left({e^{\lambda s} }\right)\) \(\displaystyle \) \(\displaystyle \) \(\displaystyle \)                    
\(\displaystyle \) \(\displaystyle \) \(\displaystyle \) \(\displaystyle \) \(=\) \(\displaystyle e^{-\lambda} \frac {d^k}{ds^k} \left({e^{\lambda s} }\right)\) \(\displaystyle \) \(\displaystyle \) \(\displaystyle \)          Derivative of Constant Multiple          
\(\displaystyle \) \(\displaystyle \) \(\displaystyle \) \(\displaystyle \) \(=\) \(\displaystyle e^{-\lambda} \lambda^k e^{\lambda s}\) \(\displaystyle \) \(\displaystyle \) \(\displaystyle \)          Higher Derivatives of Exponential Function          


Hence the result.

$\blacksquare$

Personal tools
Namespaces
Variants
Actions
Navigation
ProofWiki.org
ToDo
Toolbox
Google AdSense