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Kolmogorov numberings and minimal identification

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Computational Learning Theory (EuroCOLT 1995)

Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 904))

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Abstract

Identification of programs for computable functions from their graphs by algorithmic devices is a well studied problem in learning theory. Freivalds and Chen consider identification of ‘minimal’ and ‘nearly minimal’ programs for functions from their graphs. To address certain problems in minimal identification for Gödel numberings, Freivalds later considered minimal identification in Kolmogorov Numberings. Kolmogorov numberings are in some sense optimal numberings and have some nice properties. We prove certain hierarchy results for minimal identification in every Kolmogorov numbering. In addition we also compare minimal identification in Gödel numbering versus minimal identification in Kolmogorov numberings.

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Paul Vitányi

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© 1995 Springer-Verlag Berlin Heidelberg

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Freivalds, R., Jain, S. (1995). Kolmogorov numberings and minimal identification. In: Vitányi, P. (eds) Computational Learning Theory. EuroCOLT 1995. Lecture Notes in Computer Science, vol 904. Springer, Berlin, Heidelberg. https://doi.org/10.1007/3-540-59119-2_177

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  • DOI: https://doi.org/10.1007/3-540-59119-2_177

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  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-59119-1

  • Online ISBN: 978-3-540-49195-8

  • eBook Packages: Springer Book Archive

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