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The Markov blankets of life: autonomy, active inference and the free energy principle

This work addresses the autonomous organization of biological systems. It does so by considering the boundaries of biological systems, from individual cells to Home sapiens, in terms of the presence of Markov blankets under the active inference scheme—a corollary of the free energy principle. A Mark...

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Detalles Bibliográficos
Autores principales: Kirchhoff, Michael, Parr, Thomas, Palacios, Ensor, Friston, Karl, Kiverstein, Julian
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Royal Society 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5805980/
https://www.ncbi.nlm.nih.gov/pubmed/29343629
http://dx.doi.org/10.1098/rsif.2017.0792
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author Kirchhoff, Michael
Parr, Thomas
Palacios, Ensor
Friston, Karl
Kiverstein, Julian
author_facet Kirchhoff, Michael
Parr, Thomas
Palacios, Ensor
Friston, Karl
Kiverstein, Julian
author_sort Kirchhoff, Michael
collection PubMed
description This work addresses the autonomous organization of biological systems. It does so by considering the boundaries of biological systems, from individual cells to Home sapiens, in terms of the presence of Markov blankets under the active inference scheme—a corollary of the free energy principle. A Markov blanket defines the boundaries of a system in a statistical sense. Here we consider how a collective of Markov blankets can self-assemble into a global system that itself has a Markov blanket; thereby providing an illustration of how autonomous systems can be understood as having layers of nested and self-sustaining boundaries. This allows us to show that: (i) any living system is a Markov blanketed system and (ii) the boundaries of such systems need not be co-extensive with the biophysical boundaries of a living organism. In other words, autonomous systems are hierarchically composed of Markov blankets of Markov blankets—all the way down to individual cells, all the way up to you and me, and all the way out to include elements of the local environment.
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spelling pubmed-58059802018-02-13 The Markov blankets of life: autonomy, active inference and the free energy principle Kirchhoff, Michael Parr, Thomas Palacios, Ensor Friston, Karl Kiverstein, Julian J R Soc Interface Review Articles This work addresses the autonomous organization of biological systems. It does so by considering the boundaries of biological systems, from individual cells to Home sapiens, in terms of the presence of Markov blankets under the active inference scheme—a corollary of the free energy principle. A Markov blanket defines the boundaries of a system in a statistical sense. Here we consider how a collective of Markov blankets can self-assemble into a global system that itself has a Markov blanket; thereby providing an illustration of how autonomous systems can be understood as having layers of nested and self-sustaining boundaries. This allows us to show that: (i) any living system is a Markov blanketed system and (ii) the boundaries of such systems need not be co-extensive with the biophysical boundaries of a living organism. In other words, autonomous systems are hierarchically composed of Markov blankets of Markov blankets—all the way down to individual cells, all the way up to you and me, and all the way out to include elements of the local environment. The Royal Society 2018-01 2018-01-17 /pmc/articles/PMC5805980/ /pubmed/29343629 http://dx.doi.org/10.1098/rsif.2017.0792 Text en © 2018 The Authors. http://creativecommons.org/licenses/by/4.0/ Published by the Royal Society under the terms of the Creative Commons Attribution License http://creativecommons.org/licenses/by/4.0/, which permits unrestricted use, provided the original author and source are credited.
spellingShingle Review Articles
Kirchhoff, Michael
Parr, Thomas
Palacios, Ensor
Friston, Karl
Kiverstein, Julian
The Markov blankets of life: autonomy, active inference and the free energy principle
title The Markov blankets of life: autonomy, active inference and the free energy principle
title_full The Markov blankets of life: autonomy, active inference and the free energy principle
title_fullStr The Markov blankets of life: autonomy, active inference and the free energy principle
title_full_unstemmed The Markov blankets of life: autonomy, active inference and the free energy principle
title_short The Markov blankets of life: autonomy, active inference and the free energy principle
title_sort markov blankets of life: autonomy, active inference and the free energy principle
topic Review Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5805980/
https://www.ncbi.nlm.nih.gov/pubmed/29343629
http://dx.doi.org/10.1098/rsif.2017.0792
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