分布式测量的信息论结构

D. Balduzzi
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引用次数: 4

摘要

测量装置的内部结构取决于它的组件是什么以及它们是如何组织的,这决定了它如何对输入进行分类。本文提出了一种几何方法来研究由分布式系统(如概率元胞自动机)执行的测量的内部结构。它构造了等量,一个适当定义的预表的一组部分,其元素对应于分布式系统的所有子系统执行的测量。使用等量,我们量化(i)测量产生的信息;(ii)测量与环境相关的程度;(iii)测量是否可分解为独立的子测量,这相当于上下文依赖。最后,我们证明了只有不可分解的测量值比它们的子测量值的总和更能提供信息。
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On the information-theoretic structure of distributed measurements
The internal structure of a measuring device, which depends on what its components are and how they are organized, determines how it categorizes its inputs. This paper presents a geometric approach to studying the internal structure of measurements performed by distributed systems such as probabilistic cellular automata. It constructs the quale, a family of sections of a suitably defined presheaf, whose elements correspond to the measurements performed by all subsystems of a distributed system. Using the quale we quantify (i) the information generated by a measurement; (ii) the extent to which a measurement is context-dependent; and (iii) whether a measurement is decomposable into independent submeasurements, which turns out to be equivalent to context-dependence. Finally, we show that only indecomposable measurements are more informative than the sum of their submeasurements.
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