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. Author manuscript; available in PMC: 2025 Aug 11.
Published in final edited form as: J Mach Learn Res. 2023;24:200.

Table 1:

Examples of GHPDs and their probability generating functions

Distributions Probability generating function Parameters
Binomial F10(-n;;-ps/(1-p))F10(-n;;-p/(1-p)) 0<p<1
Poisson F00(;;θs)F00(;;θ) θ>0
Hyper-Poisson F11(1;ψ;θs)F11(1;ψ;θ) ψ>0,θ>0
Geometric F10(1;;qs)F10(1;;q) 0<q<1
Negative Binomial F10(k;;qs)F10(k;;q) k>0, 0<q<1
Hypergeometric F21(-n,-Np;N-Np-n+1;s)F21(-n,-Np;N-Np-n+1;1) n,NN,0<p<1
Beta-Negative Binomial F21(k,;k++m;s)F21(k,;k++m;1) k,,m0
Extended Generalized Waring F21(k,;k++m;θs)F21(k,;k++m;θ) k,>0,mR,0<θ<1