Causes and Explanations: A Structural-Model Approach - Part II: Explanations
Abstract
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 article. 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. 1. Introduction2. Causal models and the definition of actual causality: a review 2.1Causal models 2.2Syntax and semantics 2.3The definition of cause3. Explanation: the basic definition4. Partial explanations and explanatory power5. The general definition6. Discussion Introduction Causal models and the definition of actual causality: a review 2.1Causal models 2.2Syntax and semantics 2.3The definition of cause 2.1Causal models 2.2Syntax and semantics 2.3The definition of cause Explanation: the basic definition Partial explanations and explanatory power The general definition Discussion Appendix: the formal definition of causality
Cite
Text
Halpern and Pearl. "Causes and Explanations: A Structural-Model Approach - Part II: Explanations." International Joint Conference on Artificial Intelligence, 2001. doi:10.1093/bjps/axi148Markdown
[Halpern and Pearl. "Causes and Explanations: A Structural-Model Approach - Part II: Explanations." International Joint Conference on Artificial Intelligence, 2001.](https://mlanthology.org/ijcai/2001/halpern2001ijcai-causes/) doi:10.1093/bjps/axi148BibTeX
@inproceedings{halpern2001ijcai-causes,
title = {{Causes and Explanations: A Structural-Model Approach - Part II: Explanations}},
author = {Halpern, Joseph Y. and Pearl, Judea},
booktitle = {International Joint Conference on Artificial Intelligence},
year = {2001},
pages = {27-34},
doi = {10.1093/bjps/axi148},
url = {https://mlanthology.org/ijcai/2001/halpern2001ijcai-causes/}
}