Causes and Explanations: A Structural-Model Approach, Part I: Causes
نویسندگان
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.
منابع مشابه
Causes and Explanations: A Structural-Model Approach: Part 1: Causes
We propose a new definition of actual causes, using structural equations to model counterfac tuals. We show that the definition yields a plausi ble and elegant account of causation that handles well examples which have caused problems for other definitions and resolves major difficulties in the traditional account.
متن کاملCauses and Explanations: A Structural-Model Approach
We propose new definitions of actual causes and explanations, using structural equations to model counterfactuals. We show that these definitions yield a plausible and elegant account of causation and explanation 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-96-2590...
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In this paper, we continue our research on the algorithmic aspects of Halpern and Pearl’s causes and explanations in the structural-model approach. To this end, we present new characterizations of weak causes for certain classes of causal models, which show that under suitable restrictions deciding causes and explanations is tractable. To our knowledge, these are the first explicit tractability...
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∗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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In this paper, we continue our research on the algorithmic aspects of Halpern and Pearl’s causes and explanations in the structural-model approach. To this end, we present new characterizations of weak causes for certain classes of causal models, which show that under suitable restrictions deciding causes and explanations is tractable. To our knowledge, these are the first explicit tractability...
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ورودعنوان ژورنال:
- CoRR
دوره cs.AI/0011012 شماره
صفحات -
تاریخ انتشار 2000