Actual Causality

J. Halpern
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引用次数: 249

Abstract

Causality plays a central role in the way people structure the world; we constantly seek causal explanations for our observations. But what does it even mean that an event C "actually caused" event E? The problem of defining actual causation goes beyond mere philosophical speculation. For example, in many legal arguments, it is precisely what needs to be established in order to determine responsibility. The philosophy literature has been struggling with the problem of defining causality since Hume. In this book, Joseph Halpern explores actual causality, and such related notions as degree of responsibility, degree of blame, and causal explanation. The goal is to arrive at a definition of causality that matches our natural language usage and is helpful, for example, to a jury deciding a legal case, a programmer looking for the line of code that cause some software to fail, or an economist trying to determine whether austerity caused a subsequent depression. Halpern applies and expands an approach to causality that he and Judea Pearl developed, based on structural equations. He carefully formulates a definition of causality, and building on this, defines degree of responsibility, degree of blame, and causal explanation. He concludes by discussing how these ideas can be applied to such practical problems as accountability and program verification. Technical details are generally confined to the final section of each chapter and can be skipped by non-mathematical readers.
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实际的因果关系
因果关系在人们构建世界的方式中起着核心作用;我们不断地为我们的观察寻找因果解释。但是事件C“实际上导致了”事件E是什么意思呢?确定实际因果关系的问题超出了单纯的哲学思辨。例如,在许多法律论证中,这正是为了确定责任而需要确立的东西。自休谟以来,哲学文献一直在努力解决因果关系的定义问题。在这本书中,约瑟夫·哈尔彭探讨了实际的因果关系,以及诸如责任程度、指责程度和因果解释等相关概念。其目标是得出一个符合我们自然语言用法的因果关系定义,并且对陪审团裁决法律案件,程序员查找导致某些软件失败的代码行,或者经济学家试图确定紧缩是否导致随后的萧条有帮助。Halpern应用并扩展了他和Judea Pearl基于结构方程开发的因果关系方法。他仔细地阐述了因果关系的定义,并以此为基础,定义了责任程度、指责程度和因果解释。最后,他讨论了如何将这些想法应用于诸如问责制和程序验证等实际问题。技术细节通常限于每章的最后一节,非数学读者可以跳过。
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Actual Causality Structural Equation Models Dynamic Causal Calculus Dynamic Markov Assumption Abduction
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