论文标题
用于计算Stratonovich信息价值的算法
An Algorithm for Computing the Stratonovich's Value of Information
论文作者
论文摘要
我们提出了一种用于计算Stratonovich信息值（VOI）的算法，该算法可以被视为失真率函数的类似物。我们在一般信息泄漏约束下为VOI构建了一种交替的优化算法，并得出了收敛条件。此外，我们讨论了在特定信息泄漏约束下计算VOI的算法，例如香农的互信息（MI），$ f $ - 裂口，Arimoto's Mi，Sibson的MI和Csiszar的MI。
We propose an algorithm for computing Stratonovich's value of information (VoI) that can be regarded as an analogue of the distortion-rate function. We construct an alternating optimization algorithm for VoI under a general information leakage constraint and derive a convergence condition. Furthermore, we discuss algorithms for computing VoI under specific information leakage constraints, such as Shannon's mutual information (MI), $f$-leakage, Arimoto's MI, Sibson's MI, and Csiszar's MI.
