  This note shows that the matrix forms of several one-parameter distribution
families satisfy a hierarchical low-rank structure. Such families of
distributions include binomial, Poisson, and $\chi^2$ distributions. The proof
is based on a uniform relative bound of a related divergence function.
Numerical results are provided to confirm the theoretical findings.
