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Causality and Counterfactuals in the Situation Calculus

机译:情境演算中的因果关系和反事实

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摘要

Structural causal models offer a popular framework for exploring causal concepts. However, due to their limited expressiveness, structural models have difficulties coping with such concepts as actual (event-to-event) causation. In this article, we propose a new type of causal model, based on embedding structural considerations in the language of situation calculus. By using situation calculus as a basic language, we leverage its power to express complex, dynamically changing situations and, by relying on structural considerations, we can formulate an effective theory of counterfactuals within the situation-calculus.
机译:结构因果模型为探索因果概念提供了流行的框架。然而,由于其有限的表达能力,结构模型难以应对诸如实际(事件到事件)因果关系的概念。在本文中,我们基于情境演算语言中嵌入的结构考虑,提出了一种新型的因果模型。通过使用情境演算作为一种基本语言,我们可以利用情势演算来表达复杂的,动态变化的情境,并且依靠结构上的考虑,我们可以在情境演算中制定一种有效的反事实理论。

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