Suppr超能文献

层次网络、幂律和神经元洪流。

Hierarchical networks, power laws, and neuronal avalanches.

机构信息

Department of Computer Science, International Computer Science Institute, University of California Berkeley, California 94704, USA.

出版信息

Chaos. 2013 Mar;23(1):013135. doi: 10.1063/1.4793782.

Abstract

We show that in networks with a hierarchical architecture, critical dynamical behaviors can emerge even when the underlying dynamical processes are not critical. This finding provides explicit insight into current studies of the brain's neuronal network showing power-law avalanches in neural recordings, and provides a theoretical justification of recent numerical findings. Our analysis shows how the hierarchical organization of a network can itself lead to power-law distributions of avalanche sizes and durations, scaling laws between anomalous exponents, and universal functions-even in the absence of self-organized criticality or critical points. This hierarchy-induced phenomenon is independent of, though can potentially operate in conjunction with, standard dynamical mechanisms for generating power laws.

摘要

我们表明,在具有层次结构的网络中,即使基础动力学过程不是临界的,也可能出现关键的动力学行为。这一发现为当前研究大脑神经元网络提供了明确的见解,这些研究显示在神经记录中存在幂律级联,为最近的数值发现提供了理论依据。我们的分析表明,网络的层次结构如何本身导致级联大小和持续时间的幂律分布、异常指数之间的标度律以及通用函数——即使在没有自组织临界性或临界点的情况下也是如此。这种由层次结构引起的现象与产生幂律的标准动力学机制无关,但可能与之同时发生。

相似文献

3
Emergence of power laws in noncritical neuronal systems.非临界神经元系统中幂律的出现。
Phys Rev E. 2019 Jul;100(1-1):010401. doi: 10.1103/PhysRevE.100.010401.
4
Universal critical dynamics in high resolution neuronal avalanche data.高分辨率神经元爆发数据中的通用临界动力学。
Phys Rev Lett. 2012 May 18;108(20):208102. doi: 10.1103/PhysRevLett.108.208102. Epub 2012 May 16.
7
Critical avalanches and subsampling in map-based neural networks coupled with noisy synapses.基于地图的神经网络中与噪声突触耦合的临界雪崩和子采样
Phys Rev E Stat Nonlin Soft Matter Phys. 2013 Aug;88(2):024701. doi: 10.1103/PhysRevE.88.024701. Epub 2013 Aug 27.

引用本文的文献

1
Theoretical foundations of studying criticality in the brain.研究大脑临界性的理论基础。
Netw Neurosci. 2022 Oct 1;6(4):1148-1185. doi: 10.1162/netn_a_00269. eCollection 2022.
5
A Study on PHF-Tau Network Effected by Apolipoprotein E4.载脂蛋白 E4 对 PHF-Tau 网络影响的研究。
Am J Alzheimers Dis Other Demen. 2020 Jan-Dec;35:1533317520971414. doi: 10.1177/1533317520971414.
6
Long-range temporal correlations in scale-free neuromorphic networks.无标度神经形态网络中的长程时间相关性。
Netw Neurosci. 2020 Apr 1;4(2):432-447. doi: 10.1162/netn_a_00128. eCollection 2020.
8
Emergence of power laws in noncritical neuronal systems.非临界神经元系统中幂律的出现。
Phys Rev E. 2019 Jul;100(1-1):010401. doi: 10.1103/PhysRevE.100.010401.
10
An algorithmic information theory of consciousness.一种意识的算法信息理论。
Neurosci Conscious. 2017 Oct 12;2017(1):nix019. doi: 10.1093/nc/nix019. eCollection 2017.

本文引用的文献

1
Universal critical dynamics in high resolution neuronal avalanche data.高分辨率神经元爆发数据中的通用临界动力学。
Phys Rev Lett. 2012 May 18;108(20):208102. doi: 10.1103/PhysRevLett.108.208102. Epub 2012 May 16.
5
Patchy percolation on a hierarchical network with small-world bonds.具有小世界连接的分层网络上的斑块状渗流
Phys Rev E Stat Nonlin Soft Matter Phys. 2009 Oct;80(4 Pt 1):041115. doi: 10.1103/PhysRevE.80.041115. Epub 2009 Oct 13.
6
Spontaneous cortical activity in awake monkeys composed of neuronal avalanches.清醒猴子的自发皮层活动由神经元雪崩组成。
Proc Natl Acad Sci U S A. 2009 Sep 15;106(37):15921-6. doi: 10.1073/pnas.0904089106. Epub 2009 Aug 26.
9
The evolution of hierarchical gene regulatory networks.分层基因调控网络的进化
Nat Rev Genet. 2009 Feb;10(2):141-8. doi: 10.1038/nrg2499. Epub 2009 Jan 13.

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验