Causes and Explanations: A Structural-Model Approach, Part I: Causes

نویسندگان

  • Joseph Y. Halpern
  • Judea Pearl
چکیده

We propose a new definition of actual causes, using structural equations to model counterfactuals. We show that the definition yields a plausible and elegant account of causation that handles well examples which have caused problems for other definitions and resolves major difficulties in the traditional account. Supported in part by NSF under grant IRI-96-25901 Supported in part by grants from NSF, ONR, AFOSR, and MICRO.

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Causes and Explanations: A Structural-Model Approach: Part 1: Causes

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Causes and Explanations: A Structural-Model Approach

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Causes and Explanations: A Structural-Model Approach - Part II: Explanations

∗Supported in part by NSF under grants IRI-96-25901 and 0090145. †Supported in part by grants from NSF, ONR, AFOSR, and MICRO. We propose new definitions of (causal) explanation, using structural equations to model counterfactuals. The definition is based on the notion of actual cause, as defined and motivated in a companion paper. Essentially, an explanation is a fact that is not known for cer...

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Structural-model Approach: Tractable Cases

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عنوان ژورنال:
  • CoRR

دوره cs.AI/0011012  شماره 

صفحات  -

تاریخ انتشار 2000