Computer Science – Artificial Intelligence
Scientific paper
2002-08-20
Computer Science
Artificial Intelligence
Part I of the paper (on causes) is also on the arxiv. The two papers originally were posted as one submission. The conference
Scientific paper
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 certain but, if found to be true, would constitute an actual cause of the fact to be explained, regardless of the agent's initial uncertainty. We show that the definition handles well a number of problematic examples from the literature.
Halpern Joseph Y.
Pearl Judea
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