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

Hierarchical Low-rank Structure of Parameterized Distributions