B.5 A hierarchy of discrete distributions

Table B.1 indicates which distributions are special or limiting cases of others. For the special cases, one parameter is set equal to a constant to create the special case. For the limiting cases, two parameters go to infinity or zero in some special way.

Table B.1 Hierarchy of discrete distributions.

Distribution Is a special case of Is a limiting case of
Poisson ZM Poisson Negative binomial, Poisson–binomial, Poisson–inv. Gaussian, Polya–Aeppli, Neyman–A
ZT Poisson ZM Poisson ZT negative binomial
ZM Poisson ZM negative binomial
Geometric Negative binomial ZM geometric Geometric–Poisson
ZT geometric ZT negative binomial
ZM geometric ZM negative binomial
Logarithmic ZT negative binomial
ZM logarithmic ZM negative binomial
Binomial ZM binomial
Negative binomial ZM negative binomial Poisson-ETNB
Poisson–inverse Gaussian Poisson–ETNB
Polya–Aeppli Poisson–ETNB
Neyman–A Poisson–ETNB

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