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Action-Based Causal Reasoning

Published: 01 April 1997 Publication History

Abstract

In this paper we present a causal theory based on an interventionist conception of causality, i.e., a preference to select causes among a set of actions which an agent has the ability to perform or not to perform (free will). The most interesting proposals encountered in the literature, in nonmonotonic reasoning, all revolve around the ordered notion of similarity, abnormality, preference etc \ldots but do not provide a full-fledged solution to the problem of the concrete definition of this order. In our approach we relate the notion of action to norms (what is normally the case when an action is undertaken, what is normally the outcome of that action) and considering reasonable assumptions, we show the existence and uniqueness of the set of voluntary causes for an observed effect (explanation problem). Moreover, the approach advocated in this paper handles ramifications correctly.

References

[1]
1. "AI. Special issue on non-monotonic logics," Artificial Intelligence , vol. 13, nos. 1-2, April 1980.
[2]
2. J. Allen, "Towards a general theory of action and time," Artificial Intelligence , vol. 23, pp. 123-154, 1984.
[3]
3. A.B. Baker, "A simple solution to the yale shooting problem," in KR , pp. 11-20, 1989.
[4]
4. A.B. Baker and M.L. Ginsberg, "Temporal projection and explanation," in International Joint Conference on Artificial Intelligence , 1989.
[5]
5. A.B. Baker and Y. Shoham, "Nonmonotonic temporal reasoning," in The Handbook of Logic in Artificial Intelligence and Logic Programing , edited by D. Gabbay, 1989.
[6]
6. J.P. Delgrande, "A first-order conditional logic for prototypical properties," Artificial Intelligence , vol. 33, pp. 105-130, 1987.
[7]
7. S. Hanks and D.V. McDermott, "Nonmonotonic logic and temporal projection," Artificial Intelligence , vol. 33, pp. 379-412, 1987.
[8]
8. B.A. Haugh, "Simple causal minimizations for temporal persistence and projection," in AAAI , pp. 218-223, 1987.
[9]
9. P.J. Hayes and J. McCarthy, "Some philosophical problems in artificial intelligence," Machine Intelligence , edited by B. Meltzer and D. Michie, vol. 4., Edinburgh University Press, 1969.
[10]
10. H.A. Kautz, "The logic of persistence," in AAAI , pp. 401-405, 1986.
[11]
11. S.A. Kripke, "Semantical consideration on modal logic," Acta Philosophica Fennica , vol. 16, pp. 83-94, 1963.
[12]
12. V. Lifchitz, "Pointwise circumscription: Preliminary report," in AAAI , pp. 406-410, 1986.
[13]
13. J.L. Mackey, The Cement of the Universe: A Study of Causation , Oxford University Press, 1974.
[14]
14. D.V. McDermott, "A temporal logic for reasoning about process and plans," Cognitive Science , vol. 6, pp. 101-155, 1982.
[15]
15. D.V. McDermott, "A critique of pure reason," Computational Intelligence , vol. 3, pp. 151-160, 1987.
[16]
16. A. Mokhtari, Apport des Logiques Non Classiques pour une Représentation de la Causalité. Thèse de Doctorat d'Université , LIPN Université Paris XIII, 1994.
[17]
17. A. Mokhtari, Norme et action pour une représentation de la causalité. Congrés RFIA , pp. 553-562, 1994.
[18]
18. L. Morgenstern and L.A. Stein, "Why things go wrong: a formal theory of causal reasoning," in AAAI , 1988.
[19]
19. E. Sandewall, "Filter preferential entailment for the logic of action in almost continuous worlds," in International Joint Conference on Artificial Intelligence , 1989.
[20]
20. E. Sandewall, "The range of applicability of nonmonotonic logics for the inertia problem," in IJCAI , pp. 738-743, 1993.
[21]
21. Y. Shoham, Reasoning About Change: Time and Causation from the Standpoint of Artificial Intelligence , MIT Press, 1988.
[22]
22. Y. Shoham, "Time for action: on the relation between time, knowledge and action," in IJCAI , pp. 954-1173, 1989.

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  1. Action-Based Causal Reasoning

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    Published In

    cover image Applied Intelligence
    Applied Intelligence  Volume 7, Issue 2
    April 1997
    82 pages

    Publisher

    Kluwer Academic Publishers

    United States

    Publication History

    Published: 01 April 1997

    Author Tags

    1. action
    2. causal reasoning
    3. explanation
    4. norm
    5. ramification
    6. temporal nonmonotonic reasoning

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