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语义信息、自主能动性与非平衡统计物理学。

Semantic information, autonomous agency and non-equilibrium statistical physics.

作者信息

Kolchinsky Artemy, Wolpert David H

机构信息

Santa Fe Institute, Santa Fe, NM 87501, USA.

Massachusetts Institute of Technology, Cambridge, MA, USA.

出版信息

Interface Focus. 2018 Dec 6;8(6):20180041. doi: 10.1098/rsfs.2018.0041. Epub 2018 Oct 19.

Abstract

Shannon information theory provides various measures of so-called syntactic information, which reflect the amount of statistical correlation between systems. By contrast, the concept of 'semantic information' refers to those correlations which carry significance or 'meaning' for a given system. Semantic information plays an important role in many fields, including biology, cognitive science and philosophy, and there has been a long-standing interest in formulating a broadly applicable and formal theory of semantic information. In this paper, we introduce such a theory. We define semantic information as the syntactic information that a physical system has about its environment which is causally necessary for the system to maintain its own existence. 'Causal necessity' is defined in terms of counter-factual interventions which scramble correlations between the system and its environment, while 'maintaining existence' is defined in terms of the system's ability to keep itself in a low entropy state. We also use recent results in non-equilibrium statistical physics to analyse semantic information from a thermodynamic point of view. Our framework is grounded in the intrinsic dynamics of a system coupled to an environment, and is applicable to any physical system, living or otherwise. It leads to formal definitions of several concepts that have been intuitively understood to be related to semantic information, including 'value of information', 'semantic content' and 'agency'.

摘要

香农信息论提供了各种所谓句法信息的度量,这些度量反映了系统之间的统计相关程度。相比之下,“语义信息”的概念指的是那些对给定系统具有意义或“含义”的相关性。语义信息在包括生物学、认知科学和哲学在内的许多领域都发挥着重要作用,并且长期以来人们一直对构建一种广泛适用的形式语义信息理论感兴趣。在本文中,我们介绍这样一种理论。我们将语义信息定义为物理系统关于其环境的句法信息,而这种信息对于系统维持自身存在在因果关系上是必要的。“因果必要性”是根据打乱系统与其环境之间相关性的反事实干预来定义的,而“维持存在”是根据系统将自身保持在低熵状态的能力来定义的。我们还利用非平衡统计物理学的最新成果从热力学角度分析语义信息。我们的框架基于与环境耦合的系统的内在动力学,适用于任何物理系统,无论其是否有生命。它给出了几个直观上被认为与语义信息相关的概念的形式定义,包括“信息价值”、“语义内容”和“能动性”。

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