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Poisson Binomial Distribution


The Poisson binomial distribution is the statistical distribution of a sum

 X=sum_(i=1)^nX_i,

of independent random variables X_i having Bernoulli distributions with possibly different success probabilities P(X_i=1)=p_i. Its probability generating function is

 G_X(z)=product_(i=1)^n[1-p_i+p_iz].

Consequently, P(X=k) is the coefficient of z^k in this product, while the expectation value and variance are sum_(i)p_i and sum_(i)p_i(1-p_i), respectively. If every p_i is equal, the distribution reduces to the binomial distribution. When the probabilities p_i are small, a Poisson distribution with mean sum_(i)p_i can provide an approximation.


See also

Bernoulli Distribution, Binomial Distribution, Poisson Distribution

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References

Johnson, N. L.; Kemp, A. W.; and Kotz, S. Univariate Discrete Distributions, 3rd ed. Hoboken, NJ: Wiley, 2005.

Cite this as:

Weisstein, Eric W. "Poisson Binomial Distribution." From MathWorld--A Wolfram Resource. https://mathworld.wolfram.com/PoissonBinomialDistribution.html

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