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Structure−Based Causes and Explanations in the Independent Choice Logic

Abstract:

This paper is directed towards combining Pearl's structural-model approach to causal reasoning with high-level formalisms for reasoning about actions. More precisely, we present a combination of Pearl's structural-model approach with Poole's independent choice logic. We show how probabilistic theories in the independent choice logic can be mapped to probabilistic causal models. This mapping provides the independent choice logic with appealing concepts of causality and explanation from the ...

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Authors


Publisher:
Morgan Kaufmann
Host title:
Proceedings of the 19th Conference in Uncertainty in Artificial Intelligence‚ UAI 2003‚ Acapulco‚ Mexico‚ August 7−10‚ 2003
Publication date:
2003-01-01
ISBN:
0127056645
UUID:
uuid:cc19e1c0-37c7-403c-8638-fc7e1bb4c158
Local pid:
cs:6716
Deposit date:
2015-03-31

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