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Investigating Information Geometry in Classical and Quantum Systems through Information Length

Stochastic processes are ubiquitous in nature and laboratories, and play a major role across traditional disciplinary boundaries. These stochastic processes are described by different variables and are thus very system-specific. In order to elucidate underlying principles governing different phenome...

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Autor principal: Kim, Eun-jin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7513100/
https://www.ncbi.nlm.nih.gov/pubmed/33265663
http://dx.doi.org/10.3390/e20080574
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author Kim, Eun-jin
author_facet Kim, Eun-jin
author_sort Kim, Eun-jin
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description Stochastic processes are ubiquitous in nature and laboratories, and play a major role across traditional disciplinary boundaries. These stochastic processes are described by different variables and are thus very system-specific. In order to elucidate underlying principles governing different phenomena, it is extremely valuable to utilise a mathematical tool that is not specific to a particular system. We provide such a tool based on information geometry by quantifying the similarity and disparity between Probability Density Functions (PDFs) by a metric such that the distance between two PDFs increases with the disparity between them. Specifically, we invoke the information length [Formula: see text] to quantify information change associated with a time-dependent PDF that depends on time. [Formula: see text] is uniquely defined as a function of time for a given initial condition. We demonstrate the utility of [Formula: see text] in understanding information change and attractor structure in classical and quantum systems.
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spelling pubmed-75131002020-11-09 Investigating Information Geometry in Classical and Quantum Systems through Information Length Kim, Eun-jin Entropy (Basel) Article Stochastic processes are ubiquitous in nature and laboratories, and play a major role across traditional disciplinary boundaries. These stochastic processes are described by different variables and are thus very system-specific. In order to elucidate underlying principles governing different phenomena, it is extremely valuable to utilise a mathematical tool that is not specific to a particular system. We provide such a tool based on information geometry by quantifying the similarity and disparity between Probability Density Functions (PDFs) by a metric such that the distance between two PDFs increases with the disparity between them. Specifically, we invoke the information length [Formula: see text] to quantify information change associated with a time-dependent PDF that depends on time. [Formula: see text] is uniquely defined as a function of time for a given initial condition. We demonstrate the utility of [Formula: see text] in understanding information change and attractor structure in classical and quantum systems. MDPI 2018-08-03 /pmc/articles/PMC7513100/ /pubmed/33265663 http://dx.doi.org/10.3390/e20080574 Text en © 2018 by the author. 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 (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Kim, Eun-jin
Investigating Information Geometry in Classical and Quantum Systems through Information Length
title Investigating Information Geometry in Classical and Quantum Systems through Information Length
title_full Investigating Information Geometry in Classical and Quantum Systems through Information Length
title_fullStr Investigating Information Geometry in Classical and Quantum Systems through Information Length
title_full_unstemmed Investigating Information Geometry in Classical and Quantum Systems through Information Length
title_short Investigating Information Geometry in Classical and Quantum Systems through Information Length
title_sort investigating information geometry in classical and quantum systems through information length
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7513100/
https://www.ncbi.nlm.nih.gov/pubmed/33265663
http://dx.doi.org/10.3390/e20080574
work_keys_str_mv AT kimeunjin investigatinginformationgeometryinclassicalandquantumsystemsthroughinformationlength