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使用θ/γ 振荡进行序列学习的多层神经质量模型。

A multi-layer neural-mass model for learning sequences using theta/gamma oscillations.

机构信息

Department of Electronics, Computer Sciences and Systems, University of Bologna, Via Venezia, 52, Cesena (FC), 47521, Italy.

出版信息

Int J Neural Syst. 2013 Jun;23(3):1250036. doi: 10.1142/S0129065712500360. Epub 2013 Mar 26.

DOI:10.1142/S0129065712500360
PMID:23627655
Abstract

A neural mass model for the memorization of sequences is presented. It exploits three layers of cortical columns that generate a theta/gamma rhythm. The first layer implements an auto-associative memory working in the theta range; the second segments objects in the gamma range; finally, the feedback interactions between the third and the second layers realize a hetero-associative memory for learning a sequence. After training with Hebbian and anti-Hebbian rules, the network recovers sequences and accounts for the phase-precession phenomenon.

摘要

提出了一种用于序列记忆的神经质量模型。它利用了生成θ/γ节律的三层皮质柱。第一层实现了在θ范围内的自联想记忆;第二层在γ范围内对物体进行分段;最后,第三层和第二层之间的反馈相互作用实现了异联想记忆,用于学习序列。在使用赫布和反赫布规则进行训练后,该网络恢复了序列并解释了相位超前现象。

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A model of working memory for encoding multiple items and ordered sequences exploiting the theta-gamma code.一种利用θ-γ编码对多个项目和有序序列进行编码的工作记忆模型。
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J Comput Neurosci. 2015 Feb;38(1):105-27. doi: 10.1007/s10827-014-0533-5. Epub 2014 Oct 5.
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A thalamo-cortical neural mass model for the simulation of brain rhythms during sleep.一种用于模拟睡眠期间脑节律的丘脑 - 皮质神经团模型。
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