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The different roles of abstraction in abductive reasoning

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Book cover Topics in Artificial Intelligence (AI*IA 1995)

Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 992))

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Abstract

The use of knowledge at different levels of abstraction can be proposed to make automated abduction more flexible. This paper analyzes several declarative and computational ways of exploiting abstractions in abduction, including the definition and implementation of preference criteria for explanations based on abstraction, and the use of abstractions to focus the explanation process.

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References

  1. B. Chu and J. Reggia. Modeling diagnosis at multiple levels of abstraction I and II. International Journal of Intelligent Systems, 6(6):617–671, 1991.

    Google Scholar 

  2. L. Console and D. Theseider Dupré. Abductive reasoning with abstraction axioms. In Foundations of Knowledge Representation and Reasoning, pages 98–112. Lecture Notes in Computer Science 810, Springer Verlag, 1994.

    Google Scholar 

  3. F. Giunchiglia and T. Walsh. A theory of abstraction. Artificial Intelligence, 57:323–389, 1992.

    Google Scholar 

  4. H. Kautz. A formal theory of plan recognition and its implementation. In J. Allen, H. Kautz, R. Pelavin and J. Tenenberg, Reasoning about Plans, Morgan Kaufmann, 1991.

    Google Scholar 

  5. I. Mozetic. Hierarchical model-based diagnosis. Int. J. of Man-Machine Studies, 35(3):329–362, 1991.

    Google Scholar 

  6. D. Poole. Explanation and prediction: An architecture for default and abductive reasoning. Computational Intelligence, 5(2):97–110, 1989.

    Google Scholar 

  7. D. Theseider Dupré. Characterizing and Mechanizing Abductive Reasoning. PhD Thesis, Dip. Informatica, Università di Torino, 1994.

    Google Scholar 

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Marco Gori Giovanni Soda

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© 1995 Springer-Verlag Berlin Heidelberg

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Dupré, D.T., Rossotto, M. (1995). The different roles of abstraction in abductive reasoning. In: Gori, M., Soda, G. (eds) Topics in Artificial Intelligence. AI*IA 1995. Lecture Notes in Computer Science, vol 992. Springer, Berlin, Heidelberg. https://doi.org/10.1007/3-540-60437-5_20

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  • DOI: https://doi.org/10.1007/3-540-60437-5_20

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  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-60437-2

  • Online ISBN: 978-3-540-47468-5

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