Effects of noise on recurrence in networks of spiking neurons

机译：噪声对尖峰神经元网络复发的影响

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We use mathematical analysis and numerical simulations to study the effects of recurrent synaptic connections in neural networks. These recurrent effects can be analyzed by expanding a spike probability function about the membrane potential in the absence of connections. This expansion can be written as a series of loops representing the recurrent signal transmission. Conditions for convergence of the series reveal the number of loops that are significant for the system's dynamics. This method is applied to a pair of mutually coupled spiking neurons to show how the membrane potential and cross-correlation function is changed by recurrence.

机译：我们使用数学分析和数值模拟来研究神经网络中递归突触连接的影响。可通过在不存在连接的情况下扩展关于膜电位的尖峰概率函数来分析这些复发效应。这种扩展可以写成表示循环信号传输的一系列循环。该系列收敛的条件揭示了对于系统动态重要的循环数。此方法应用于一对相互耦合的加标神经元，以显示膜电势和互相关功能如何通过复发而改变。

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来源
《Annual Computational Neuroscience Meeting(CNS'02); 20020721-20020725; Chicago,IL; US》|2002年|P.893-899|共7页
会议地点 Chicago IL(US);Chicago IL(US)
作者
Patrick D. Roberts;
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作者单位

Neurological Sciences Institute, Oregon Health Sciences University, 505 NW 185th Ave, Portland, OR 97006, USA;

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会议组织
原文格式 PDF
正文语种 eng
中图分类系统科学;
关键词
noise; recurrence; spiking neurons;

机译：噪声;复发;尖峰神经元;

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专利

1. Effects of noise on recurrence in networks of spiking neurons [J] . Patrick D. Roberts Neurocomputing . 2003,第Jun期

机译：噪声对尖峰神经元网络复发的影响
2. The effects of within-neuron degree correlations in networks of spiking neurons [J] . Biological Cybernetics: Communication and Control in Organisms and Automata: = Nachrichtenubertragung, Nachrichtenverarbeitung, Steuerung und Regelung in Organismen und in Automaten . 2020,第3期

机译：神经元程度相关性在尖峰网络网络中的影响
3. Noise as a Resource for Computation and Learning in Networks of Spiking Neurons [J] . Maass W. Proceedings of the IEEE . 2014,第5期

机译：尖峰神经元网络中的噪声作为计算和学习的资源
4. Effects of noise on recurrence in networks of spiking neurons [C] . Patrick D. Roberts Computational neuroscience meeting . 2003

机译：噪声对尖峰网络复发的影响
5. A Visual Pipeline Using Networks of Spiking Neurons [D] . Pineda García, Garibaldi. 2019

机译：使用尖刺神经元网络的视觉管道
6. Spike Timing and Reliability in Cortical Pyramidal Neurons: Effects of EPSC Kinetics Input Synchronization and Background Noise on Spike Timing [O] . Victor M. Rodriguez-Molina, Ad Aertsen, Detlef H. Heck 2007

机译：锥体金字塔形神经元的峰值时间和可靠性：EPSC动力学输入同步和背景噪声对峰值时间的影响
7. Spike Timing and Reliability in Cortical Pyramidal Neurons: Effects of EPSC Kinetics, Input Synchronization and Background Noise on Spike Timing [O] . Rodriguez-Molina, Victor M., Aertsen, Ad, Heck, Detlef H. 2007

机译：锥体金字塔形神经元的峰值时间和可靠性：EPSC动力学，输入同步和背景噪声对峰值时间的影响

Effects of noise on recurrence in networks of spiking neurons

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