Hierarchical low-rank structure of parameterized distributions

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