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Distances and limits on Herbrand interpretations

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Inductive Logic Programming (ILP 1998)

Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 1446))

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Abstract

A notion of distances between Herbrand interpretations enables us to measure how good a certain program, learned from examples, approximates some target program. The distance introduced in [10] has the disadvantage that it does not fit the notion of “identification in the limit”. We use a distance defined by a level mapping [5] to overcome this problem, and study in particular the mapping TII induced by a definite program 11 on the metric space. Continuity of TII holds under certain conditions, and we give a concrete level mapping that satisfies these conditions, based on [10]. This allows us to prove the existence of fixed points without using the Banach Fixed Point Theorem.

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David Page

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© 1998 Springer-Verlag Berlin Heidelberg

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Nienhuys-Cheng, SH. (1998). Distances and limits on Herbrand interpretations. In: Page, D. (eds) Inductive Logic Programming. ILP 1998. Lecture Notes in Computer Science, vol 1446. Springer, Berlin, Heidelberg. https://doi.org/10.1007/BFb0027329

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  • DOI: https://doi.org/10.1007/BFb0027329

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  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-64738-6

  • Online ISBN: 978-3-540-69059-7

  • eBook Packages: Springer Book Archive

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