Compact Representations of Extended Causal Models

Cognitive Science 37 (6):986-1010 (2013)
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Abstract

Judea Pearl (2000) was the first to propose a definition of actual causation using causal models. A number of authors have suggested that an adequate account of actual causation must appeal not only to causal structure but also to considerations of normality. In Halpern and Hitchcock (2011), we offer a definition of actual causation using extended causal models, which include information about both causal structure and normality. Extended causal models are potentially very complex. In this study, we show how it is possible to achieve a compact representation of extended causal models

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Author Profiles

Joseph Y. Halpern
Cornell University
Christopher Hitchcock
California Institute of Technology