Literature DB >> 22060482

Delay independence of mutual-information rate of two symbolic sequences.

Jean-Luc Blanc1, Laurent Pezard, Annick Lesne.   

Abstract

Introduced by Shannon as a "rate of actual transmission," mutual information rate (MIR) is an extension of mutual information to a pair of dynamical processes. We show a delay-independence theorem, according to which MIR is not sensitive to a time shift between the two processes. Numerical studies of several benchmark situations confirm that this theoretical asymptotic property remains valid for realistic finite sequences. Estimations based on block entropies and a causal state machine algorithm perform better than an estimation based on a Lempel-Ziv compression algorithm provided that block length and maximum history length, respectively, can be chosen larger than the delay. MIR is thus a relevant index for measuring nonlinear correlations between two experimental or simulated sequences when the transmission delay (in input-output devices) or dephasing (in coupled systems) is variable or unknown.

Mesh:

Year:  2011        PMID: 22060482     DOI: 10.1103/PhysRevE.84.036214

Source DB:  PubMed          Journal:  Phys Rev E Stat Nonlin Soft Matter Phys        ISSN: 1539-3755


  1 in total

1.  Mutual information rate and bounds for it.

Authors:  Murilo S Baptista; Rero M Rubinger; Emilson R Viana; José C Sartorelli; Ulrich Parlitz; Celso Grebogi
Journal:  PLoS One       Date:  2012-10-24       Impact factor: 3.240

  1 in total

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