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The Typical Set and Entropy in Stochastic Systems with Arbitrary Phase Space Growth
The existence of the typical set is key for data compression strategies and for the emergence of robust statistical observables in macroscopic physical systems. Standard approaches derive its existence from a restricted set of dynamical constraints. However, given its central role underlying the eme...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9954961/ https://www.ncbi.nlm.nih.gov/pubmed/36832717 http://dx.doi.org/10.3390/e25020350 |
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author | Hanel, Rudolf Corominas-Murtra, Bernat |
author_facet | Hanel, Rudolf Corominas-Murtra, Bernat |
author_sort | Hanel, Rudolf |
collection | PubMed |
description | The existence of the typical set is key for data compression strategies and for the emergence of robust statistical observables in macroscopic physical systems. Standard approaches derive its existence from a restricted set of dynamical constraints. However, given its central role underlying the emergence of stable, almost deterministic statistical patterns, a question arises whether typical sets exist in much more general scenarios. We demonstrate here that the typical set can be defined and characterized from general forms of entropy for a much wider class of stochastic processes than was previously thought. This includes processes showing arbitrary path dependence, long range correlations or dynamic sampling spaces, suggesting that typicality is a generic property of stochastic processes, regardless of their complexity. We argue that the potential emergence of robust properties in complex stochastic systems provided by the existence of typical sets has special relevance to biological systems. |
format | Online Article Text |
id | pubmed-9954961 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-99549612023-02-25 The Typical Set and Entropy in Stochastic Systems with Arbitrary Phase Space Growth Hanel, Rudolf Corominas-Murtra, Bernat Entropy (Basel) Article The existence of the typical set is key for data compression strategies and for the emergence of robust statistical observables in macroscopic physical systems. Standard approaches derive its existence from a restricted set of dynamical constraints. However, given its central role underlying the emergence of stable, almost deterministic statistical patterns, a question arises whether typical sets exist in much more general scenarios. We demonstrate here that the typical set can be defined and characterized from general forms of entropy for a much wider class of stochastic processes than was previously thought. This includes processes showing arbitrary path dependence, long range correlations or dynamic sampling spaces, suggesting that typicality is a generic property of stochastic processes, regardless of their complexity. We argue that the potential emergence of robust properties in complex stochastic systems provided by the existence of typical sets has special relevance to biological systems. MDPI 2023-02-14 /pmc/articles/PMC9954961/ /pubmed/36832717 http://dx.doi.org/10.3390/e25020350 Text en © 2023 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 Hanel, Rudolf Corominas-Murtra, Bernat The Typical Set and Entropy in Stochastic Systems with Arbitrary Phase Space Growth |
title | The Typical Set and Entropy in Stochastic Systems with Arbitrary Phase Space Growth |
title_full | The Typical Set and Entropy in Stochastic Systems with Arbitrary Phase Space Growth |
title_fullStr | The Typical Set and Entropy in Stochastic Systems with Arbitrary Phase Space Growth |
title_full_unstemmed | The Typical Set and Entropy in Stochastic Systems with Arbitrary Phase Space Growth |
title_short | The Typical Set and Entropy in Stochastic Systems with Arbitrary Phase Space Growth |
title_sort | typical set and entropy in stochastic systems with arbitrary phase space growth |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9954961/ https://www.ncbi.nlm.nih.gov/pubmed/36832717 http://dx.doi.org/10.3390/e25020350 |
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