Topics in Cognitive Science 10 (1):242-257 (2018)
Abstract |
Causal queries about singular cases are ubiquitous, yet the question of how we assess whether a particular outcome was actually caused by a specific potential cause turns out to be difficult to answer. Relying on the causal power framework, Cheng and Novick () proposed a model of causal attribution intended to help answer this question. We challenge this model, both conceptually and empirically. We argue that the central problem of this model is that it treats causal powers that are probabilistically sufficient to generate the effect on a particular occasion as actual causes of the effect, and thus neglects that sufficient causal powers can be preempted in their efficacy. Also, the model does not take into account that reasoners incorporate uncertainty about the underlying general causal structure and strength of causes when making causal inferences. We propose a new measure of causal attribution and embed it into the structure induction model of singular causation. Two experiments support the model.
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Keywords | Bayesian modeling Causal attribution Causal reasoning Computational modeling Preemption Singular causation |
Categories | (categorize this paper) |
DOI | 10.1111/tops.12309 |
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References found in this work BETA
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Causality: Models, Reasoning and Inference.Christopher Hitchcock & Judea Pearl - 2001 - Philosophical Review 110 (4):639.
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From Covariation to Causation: A Causal Power Theory.Patricia W. Cheng - 1997 - Psychological Review 104 (2):367-405.
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Citations of this work BETA
Conditionals and the Hierarchy of Causal Queries.Niels Skovgaard-Olsen, Simon Stephan & Michael R. Waldmann - 2021 - Journal of Experimental Psychology: General 1 (12):2472-2505.
Causal Responsibility and Robust Causation.Guy Grinfeld, David Lagnado, Tobias Gerstenberg, James F. Woodward & Marius Usher - 2020 - Frontiers in Psychology 11:1069.
A Formal Apology for Metaphysics.Samuel Baron - 2018 - Ergo: An Open Access Journal of Philosophy 5.
Time and Singular Causation—A Computational Model.Simon Stephan, Ralf Mayrhofer & Michael R. Waldmann - 2020 - Cognitive Science 44 (7).
How Causal Structure, Causal Strength, and Foreseeability Affect Moral Judgments.Neele Engelmann & Michael R. Waldmann - 2022 - Cognition 226:105167.
View all 7 citations / Add more citations
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