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Entropy-Variance Curves of Binary Sequences Generated by Random Substitutions of Constant Length

We study some properties of binary sequences generated by random substitutions of constant length. Specifically, assuming the alphabet [Formula: see text] , we consider the following asymmetric substitution rule of length k: [Formula: see text] and [Formula: see text] , where [Formula: see text] is...

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Autores principales: Nuño, Juan Carlos, Muñoz, Francisco J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8870815/
https://www.ncbi.nlm.nih.gov/pubmed/35205584
http://dx.doi.org/10.3390/e24020290
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author Nuño, Juan Carlos
Muñoz, Francisco J.
author_facet Nuño, Juan Carlos
Muñoz, Francisco J.
author_sort Nuño, Juan Carlos
collection PubMed
description We study some properties of binary sequences generated by random substitutions of constant length. Specifically, assuming the alphabet [Formula: see text] , we consider the following asymmetric substitution rule of length k: [Formula: see text] and [Formula: see text] , where [Formula: see text] is a Bernoulli random variable with parameter [Formula: see text]. We obtain by recurrence the discrete probability distribution of the stochastic variable that counts the number of ones in the sequence formed after a number i of substitutions (iterations). We derive its first two statistical moments, mean and variance, and the entropy of the generated sequences as a function of the substitution length k for any successive iteration i, and characterize the values of p where the maxima of these measures occur. Finally, we obtain the parametric curves entropy-variance for each iteration and substitution length. We find two regimes of dependence between these two variables that, to our knowledge, have not been previously described. Besides, it allows to compare sequences with the same entropy but different variance and vice versa.
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spelling pubmed-88708152022-02-25 Entropy-Variance Curves of Binary Sequences Generated by Random Substitutions of Constant Length Nuño, Juan Carlos Muñoz, Francisco J. Entropy (Basel) Article We study some properties of binary sequences generated by random substitutions of constant length. Specifically, assuming the alphabet [Formula: see text] , we consider the following asymmetric substitution rule of length k: [Formula: see text] and [Formula: see text] , where [Formula: see text] is a Bernoulli random variable with parameter [Formula: see text]. We obtain by recurrence the discrete probability distribution of the stochastic variable that counts the number of ones in the sequence formed after a number i of substitutions (iterations). We derive its first two statistical moments, mean and variance, and the entropy of the generated sequences as a function of the substitution length k for any successive iteration i, and characterize the values of p where the maxima of these measures occur. Finally, we obtain the parametric curves entropy-variance for each iteration and substitution length. We find two regimes of dependence between these two variables that, to our knowledge, have not been previously described. Besides, it allows to compare sequences with the same entropy but different variance and vice versa. MDPI 2022-02-18 /pmc/articles/PMC8870815/ /pubmed/35205584 http://dx.doi.org/10.3390/e24020290 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Nuño, Juan Carlos
Muñoz, Francisco J.
Entropy-Variance Curves of Binary Sequences Generated by Random Substitutions of Constant Length
title Entropy-Variance Curves of Binary Sequences Generated by Random Substitutions of Constant Length
title_full Entropy-Variance Curves of Binary Sequences Generated by Random Substitutions of Constant Length
title_fullStr Entropy-Variance Curves of Binary Sequences Generated by Random Substitutions of Constant Length
title_full_unstemmed Entropy-Variance Curves of Binary Sequences Generated by Random Substitutions of Constant Length
title_short Entropy-Variance Curves of Binary Sequences Generated by Random Substitutions of Constant Length
title_sort entropy-variance curves of binary sequences generated by random substitutions of constant length
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8870815/
https://www.ncbi.nlm.nih.gov/pubmed/35205584
http://dx.doi.org/10.3390/e24020290
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