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Part I - Coding and information

Published online by Cambridge University Press:  05 July 2012

Jorma Rissanen
Affiliation:
Tampere University of Technology, Finland
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Summary

The word “information” has several meanings, the simplest of which has been formalized for communication by Hartley [17] as the logarithm of the number of elements in a finite set. Hence the information in the set A = {a, b, c, d} is log 4 = 2 (bits) in the base 2 logarithm. Only two types of logarithm are used in this book: the base 2 logarithm which we write simply as log, and the natural logarithm, written as ln. The amount of information in the set A = {a, b, c, d, e, f, g, h} is three bits, and so on. Hence such a formalization has nothing to do with any other meaning of the information communicated, such as the utility or quality. If we were asked to describe one element, say c in the second set, we could do it by saying that it is the third element, which could be done with the binary number 11 in both sets, but the element f in the second set would require three bits, namely 011. So we see that if the number of elements in a set is not a power of 2, we need either the maximum ∣log ∣A∣ number of bits or one less, as will be explained in the next section. Hence, we start seeing that “information,” relative to a set, could be formalized and measured by the shortest code length with which any element in a set could be described.

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Publisher: Cambridge University Press
Print publication year: 2012

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  • Coding and information
  • Jorma Rissanen, Tampere University of Technology, Finland
  • Book: Optimal Estimation of Parameters
  • Online publication: 05 July 2012
  • Chapter DOI: https://doi.org/10.1017/CBO9780511791635.003
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  • Coding and information
  • Jorma Rissanen, Tampere University of Technology, Finland
  • Book: Optimal Estimation of Parameters
  • Online publication: 05 July 2012
  • Chapter DOI: https://doi.org/10.1017/CBO9780511791635.003
Available formats
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Save book to Google Drive

To save content items to your account, please confirm that you agree to abide by our usage policies. If this is the first time you use this feature, you will be asked to authorise Cambridge Core to connect with your account. Find out more about saving content to Google Drive.

  • Coding and information
  • Jorma Rissanen, Tampere University of Technology, Finland
  • Book: Optimal Estimation of Parameters
  • Online publication: 05 July 2012
  • Chapter DOI: https://doi.org/10.1017/CBO9780511791635.003
Available formats
×