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

被引:219
|
作者
Kirchhoff, Michael [1 ]
Parr, Thomas [2 ]
Palacios, Ensor [3 ]
Friston, Karl [4 ]
Kiverstein, Julian [5 ]
机构
[1] Univ Wollongong, Dept Philosophy, Fac Law Humanities & Arts, Wollongong, NSW, Australia
[2] Wellcome Trust Ctr Neuroimaging, London, England
[3] Univ Parma, Parma, Italy
[4] Inst Neurol UCL, Wellcome Trust Ctr Neuroimaging, London, England
[5] AMC, Dept Psychiat, Amsterdam, Netherlands
基金
英国惠康基金; 澳大利亚研究理事会; 欧洲研究理事会;
关键词
free energy principle; Markov blanket; autonomy; active inference; ensemble Markov blanket;
D O I
10.1098/rsif.2017.0792
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
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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页数:11
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