In
probability theory and
statistics
Statistics (from German language, German: ''wikt:Statistik#German, Statistik'', "description of a State (polity), state, a country") is the discipline that concerns the collection, organization, analysis, interpretation, and presentation of ...
, the geometric Poisson distribution (also called the Pólya–Aeppli distribution) is used for describing objects that come in clusters, where the number of clusters follows a
Poisson distribution and the number of objects within a cluster follows a
geometric distribution. It is a particular case of the
compound Poisson distribution.
The
probability mass function
In probability and statistics, a probability mass function is a function that gives the probability that a discrete random variable is exactly equal to some value. Sometimes it is also known as the discrete density function. The probability mass ...
of a random variable ''N'' distributed according to the geometric Poisson distribution
is given by
:
where ''λ'' is the parameter of the underlying
Poisson distribution and θ is the parameter of the geometric distribution.
The distribution was described by
George Pólya in 1930. Pólya credited his student
Alfred Aeppli's 1924 dissertation as the original source. It was called the geometric Poisson distribution by Sherbrooke in 1968, who gave probability tables with a precision of four decimal places.
The geometric Poisson distribution has been used to describe systems modelled by a
Markov model, such as biological processes or traffic accidents.
See also
*
Poisson distribution
*
Compound Poisson distribution
*
Geometric distribution
References
Bibliography
*
*
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Further reading
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*{{cite journal, last=Sherbrooke , first=C. C. , year=1968 , title=Discrete compound Poisson processes and tables of the geometric Poisson distribution , journal=
Naval Research Logistics Quarterly
''Naval Research Logistics'' is a peer-reviewed scientific journal that publishes papers in the field of logistics, especially those in the areas of operations research, applied statistics, and quantitative modeling. It was established in 19 ...
, volume=15 , issue=2 , pages=189–203 , doi=10.1002/nav.3800150206
Poisson distribution