论文标题

存在RényiDivergence的概括的条件

Conditions for the existence of a generalization of Rényi divergence

论文作者

Vigelis, Rui F., de Andrade, Luiza H. F., Cavalcante, Charles C.

论文摘要

我们为存在RényiDivergence的概括提供了必要的条件,该条件是根据变形指数函数定义的。如果基本量度$μ$是非原子的,我们发现并非所有变形的指数函数都可以用于RényiDivergence的概括中。提供涉及变形指数函数的条件。在$μ$的情况下,纯原子(对自然数的计数量度),我们表明任何变形的指数函数都可以在概括中使用。

We give necessary and sufficient conditions for the existence of a generalization of Rényi divergence, which is defined in terms of a deformed exponential function. If the underlying measure $μ$ is non-atomic, we found that not all deformed exponential functions can be used in the generalization of Rényi divergence; a condition involving the deformed exponential function is provided. In the case $μ$ is purely atomic (the counting measure on the set of natural numbers), we show that any deformed exponential function can be used in the generalization.

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