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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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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. |
format | Online Article Text |
id | pubmed-8870815 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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