Nonapproximability of the normalized information distance

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منابع مشابه

Nonapproximability of the normalized information distance

Article history: Received 23 October 2009 Received in revised form 11 June 2010 Accepted 28 June 2010 Available online 3 July 2010

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The normalized information distance is a universal distance measure for objects of all kinds. It is based on Kolmogorov complexity and thus uncomputable, but there are ways to utilize it. First, compression algorithms can be used to approximate the Kolmogorov complexity if the objects have a string representation. Second, for names and abstract concepts, page count statistics from the World Wid...

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Nonapproximablity of the Normalized Information Distance

Normalized information distance (NID) uses the theoretical notion of Kolmogorov complexity, which for practical purposes is approximated by the length of the compressed version of the file involved, using a real-world compression program. This practical application is called ‘normalized compression distance’ and it is trivially computable. It is a parameter-free similarity measure based on comp...

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Chapter 3 Normalized Information Distance

The normalized information distance is a universal distance measure for objects of all kinds. It is based on Kolmogorov complexity and thus uncomputable, but there are ways to utilize it. First, compression algorithms can be used to approximate the Kolmogorov complexity if the objects have a string representation. Second, for names and abstract concepts, page count statistics from the World Wid...

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We study the complexity of approximations to the normalized information distance. We introduce a hierarchy of computable approximations by considering the number of oscillations. This is a function version of the difference hierarchy for sets. We show that the normalized information distance is not in any level of this hierarchy, strengthening previous nonapproximability results. As an ingredie...

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ژورنال

عنوان ژورنال: Journal of Computer and System Sciences

سال: 2011

ISSN: 0022-0000

DOI: 10.1016/j.jcss.2010.06.018