Sophistication Revisited

  • Authors:
  • Luís Antunes;Lance Fortnow

  • Affiliations:
  • University of Porto, Porto, Portugal;University of Chicago, 60637, Chicago, IL, USA

  • Venue:
  • Theory of Computing Systems
  • Year:
  • 2009

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Abstract

Kolmogorov complexity measures the amount of information in a string as the size of the shortest program that computes the string. The Kolmogorov structure function divides the smallest program producing a string in two parts: the useful information present in the string, called sophistication if based on total functions, and the remaining accidental information. We formalize a connection between sophistication (due to Koppel) and a variation of computational depth (intuitively the useful or nonrandom information in a string), prove the existence of strings with maximum sophistication and show that they are the deepest of all strings.