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Explaining Actual Causation in Terms of Possible Causal Processes

  • Marc DeneckerEmail author
  • Bart Bogaerts
  • Joost Vennekens
Conference paper
  • 364 Downloads
Part of the Lecture Notes in Computer Science book series (LNCS, volume 11468)

Abstract

We point to several kinds of knowledge that play an important role in controversial examples of actual causation. One is knowledge about the causal mechanisms in the domain and the causal processes that result from them. Another is knowledge of what conditions trigger such mechanisms and what conditions can make them fail.

We argue that to solve questions of actual causation, such knowledge needs to be made explicit. To this end, we develop a new language in the family of CP-logic, in which causal mechanisms and causal processes are formal objects. We then build a framework for actual causation in which various “production” notions of actual causation are defined. Contrary to counterfactual definitions, these notions are defined directly in terms of the (formal) causal process that causes the possible world.

Notes

Acknowledgements

We thank Alexander Bochman, Sander Beckers, Jorge Fandinno, Mathieu Beirlaen, and anonymous reviewers for many discussions and valuable feedback.

References

  1. 1.
    Baumgartner, M.: A regularity theoretic approach to actual causation. Erkenn 78(Suppl), 1:85 (2013).  https://doi.org/10.1007/s10670-013-9438-3MathSciNetCrossRefzbMATHGoogle Scholar
  2. 2.
    Beckers, S., Vennekens, J.: Counterfactual dependency and actual causation in CP-logic and structural models: a comparison. In: Proceedings of STAIRS, pp. 35–46 (2012)Google Scholar
  3. 3.
    Beckers, S., Vennekens, J.: A general framework for defining and extending actual causation using CP-logic. Int. J. Approx. Reason. 77, 105–126 (2016)MathSciNetCrossRefGoogle Scholar
  4. 4.
    Beckers, S., Vennekens, J.: A principled approach to defining actual causation. Synthese 195(2), 835–862 (2018).  https://doi.org/10.1007/s11229-016-1247-1MathSciNetCrossRefzbMATHGoogle Scholar
  5. 5.
    Bochman, A.: Actual causality in a logical setting. In: IJCAI (2018)Google Scholar
  6. 6.
    Bochman, A., Lifschitz, V.: Pearl’s causality in a logical setting. In: Bonet, B., Koenig, S. (eds.) Proceedings of the Twenty-Ninth AAAI Conference on Artificial Intelligence, Austin, Texas, USA, 25–30 January 2015, pp. 1446–1452. AAAI Press (2015). http://www.aaai.org/ocs/index.php/AAAI/AAAI15/paper/view/9686
  7. 7.
    Cabalar, P., Fandinno, J.: Enablers and inhibitors in causal justifications of logic programs. TPLP 17(1), 49–74 (2017).  https://doi.org/10.1017/S1471068416000107MathSciNetCrossRefzbMATHGoogle Scholar
  8. 8.
    Clark, K.L.: Negation as failure. In: Logic and Data Bases, pp. 293–322. Plenum Press (1978)Google Scholar
  9. 9.
    Fenton-Glynn, L.: A proposed probabilistic extension of the Halpern and Pearl definition of ‘actual cause’. Br. J. Philos. Sci. 68(4), 1061–1124 (2015)MathSciNetCrossRefGoogle Scholar
  10. 10.
    Gerstenberg, T., Goodman, N.D., Lagnado, D.A., Tenenbaum, J.B.: How, whether, why: causal judgments as counterfactual contrasts. In: Proceedings of the 37th Annual Conference of the Cognitive Science Society, pp. 782–787 (2015)Google Scholar
  11. 11.
    Glymour, C., et al.: Actual causation: a stone soup essay. Synthese 175(2), 169–192 (2010)CrossRefGoogle Scholar
  12. 12.
    Hall, N.: Structural equations and causation. Philos. Stud. 132(1), 109–136 (2007)MathSciNetCrossRefGoogle Scholar
  13. 13.
    Hall, N.: Two concepts of causation. In: Causation and Counterfactuals (2004)Google Scholar
  14. 14.
    Halpern, J.: Actual Causality. MIT Press, Cambridge (2016)CrossRefGoogle Scholar
  15. 15.
    Halpern, J., Pearl, J.: Causes and explanations: a structural-model approach. Part I: causes. Br. J. Philos. Sci. 56, 843–887 (2005)CrossRefGoogle Scholar
  16. 16.
    Halpern, J.Y.: Appropriate causal models and the stability of causation. Rew. Symb. Log. 9(1), 76–102 (2016)MathSciNetCrossRefGoogle Scholar
  17. 17.
    Hiddleston, E.: Causal powers. Br. J. Philos. Sci. 56(1), 27–59 (2005)MathSciNetCrossRefGoogle Scholar
  18. 18.
    Hiddleston, E.: A causal theory of counterfactuals. Noûs 39(4), 632–657 (2005)MathSciNetCrossRefGoogle Scholar
  19. 19.
    Hitchcock, C.: The intransitivity of causation revealed in equations and graphs. J. Philos. 98, 273–299 (2001)MathSciNetCrossRefGoogle Scholar
  20. 20.
    Hitchcock, C.: Prevention, preemption, and the principle of sufficient reason. Philos. Rev. 116(4), 495–532 (2007)CrossRefGoogle Scholar
  21. 21.
    Hume, D.: A Treatise of Human Nature. John Noon, London (1739)Google Scholar
  22. 22.
    Lewis, D.: Causation. J. Philos. 70, 113–126 (1973)CrossRefGoogle Scholar
  23. 23.
    Lewis, D.: Postscripts to ‘causation’. In: Lewis, D. (ed.) Philosophical Papers, vol. Ii. Oxford University Press (1986)Google Scholar
  24. 24.
    McDermott, M.: Redundant causation. Br. J. Philos. Sci. XLVI, 523–544 (1995)MathSciNetCrossRefGoogle Scholar
  25. 25.
    Pearl, J.: Causality: Models, Reasoning, and Inference. Cambridge University Press, Cambridge (2000)zbMATHGoogle Scholar
  26. 26.
    Schaffer, J.: Causes need not be physically connected to their effects: the case for negative causation. In: Hitchcock, C.R. (ed.) Contemporary Debates in Philosophy of Science, pp. 197–216. Blackwell (2004)Google Scholar
  27. 27.
    Vennekens, J.: Actual causation in CP-logic. Theory Pract. Log. Program. 11, 647–662 (2011)MathSciNetCrossRefGoogle Scholar
  28. 28.
    Vennekens, J., Denecker, M., Bruynooghe, M.: CP-logic: a language of causal probabilistic events and its relation to logic programming. TPLP 9(3), 245–308 (2009)MathSciNetzbMATHGoogle Scholar
  29. 29.
    Weslake, B.: A partial theory of actual causation. Br. J. Philos. Sci. (2015)Google Scholar
  30. 30.
    Woodward, J.: Making Things Happen: A Theory of Causal Explanation. Oxford University Press, Oxford (2003). Oxford scholarship online. https://books.google.be/books?id=LrAbrrj5te8CGoogle Scholar

Copyright information

© Springer Nature Switzerland AG 2019

Authors and Affiliations

  • Marc Denecker
    • 1
    Email author
  • Bart Bogaerts
    • 1
    • 2
  • Joost Vennekens
    • 1
    • 3
  1. 1.Department of Computer ScienceKU LeuvenLeuvenBelgium
  2. 2.Department of Computer ScienceVrije Universiteit Brussel (VUB)BrusselsBelgium
  3. 3.Department of Computer ScienceKU LeuvenSint-Katelijne-WaverBelgium

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