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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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Formato: | Online Artículo Texto |
Lenguaje: | English |
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MDPI
2018
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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 |
collection | PubMed |
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. |
format | Online Article Text |
id | pubmed-7513100 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |