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.
翻译:我们提出一个计算斯特拉托诺维奇信息价值的算法(VoI),可以被视为扭曲率功能的类比。我们在一般信息渗漏限制下为VoI构建了一种交替优化算法,并得出了一个趋同条件。此外,我们还讨论了在具体信息渗漏限制下计算VoI的算法,例如香农的相互信息(MI)、$f$-leakage、Arimoto的MI、Sibson的MI和Csiszar的MI。