Statistical mechanics of typical set decoding

Yoshiyuki Kabashima, Kazutaka Nakamura, and Jort van Mourik
Phys. Rev. E 66, 036125 – Published 24 September 2002
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Abstract

The performance of “typical set (pairs) decoding” for ensembles of Gallager’s linear code is investigated using statistical physics. In this decoding method, errors occur, either when the information transmission is corrupted by atypical noise, or when multiple typical sequences satisfy the parity check equation as provided by the received corrupted codeword. We show that the average error rate for the second type of error over a given code ensemble can be accurately evaluated using the replica method, including the sensitivity to message length. Our approach generally improves the existing analysis known in the information theory community, which was recently reintroduced in IEEE Trans. Inf. Theory 45, 399 (1999), and is believed to be the most accurate to date.

  • Received 17 April 2002

DOI:https://doi.org/10.1103/PhysRevE.66.036125

©2002 American Physical Society

Authors & Affiliations

Yoshiyuki Kabashima1,*, Kazutaka Nakamura1,†, and Jort van Mourik2,‡

  • 1Department of Computational Intelligence and Systems Science, Tokyo Institute of Technology, Yokohama 2268502, Japan
  • 2The Neural Computing Research Group, Aston University, Birmingham B4 7ET, United Kingdom

  • *Electronic address: kaba@dis.titech.ac.jp
  • Electronic address: knakamur@fe.dis.titech.ac.jp
  • Electronic address: vanmourj@aston.ac.uk

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Vol. 66, Iss. 3 — September 2002

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