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Mixture

In statistics a mixture distribution has samples drawn from multiple distributions differing in either their forms or the parameters,

Poisson

The Poisson distribution is a statistical discrete distribution for describing events occurring at random intervals



Others

Example

So intutively it appears that to explain the variance we should go for mixture of more than two poisson distribution

from question  

Mixture of poisson distribution using flexmix in R

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