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The Metaphysics of Causal Models
Authors:Toby Handfield   Charles R. Twardy   Kevin B. Korb  Graham Oppy
Affiliation:(1) School of Philosophy and Bioethics, Monash University, Clayton, VIC, 3800, Australia;(2) Information Extraction & Transport, Inc. (IET), Arlington, VA 20190, USA;(3) Clayton School of Information Technology, Monash University, Clayton, VIC, 3800, Australia
Abstract:This paper presents an attempt to integrate theories of causal processes—of the kind developed by Wesley Salmon and Phil Dowe—into a theory of causal models using Bayesian networks. We suggest that arcs in causal models must correspond to possible causal processes. Moreover, we suggest that when processes are rendered physically impossible by what occurs on distinct paths, the original model must be restricted by removing the relevant arc. These two techniques suffice to explain cases of late pre?mption and other cases that have proved problematic for causal models.
Contact Information Toby HandfieldEmail:
Keywords:Causation  Causal models  Processes  Counterfactuals  Pre?mption
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