Literature DB >> 24427215

Transitory memory retrieval in a biologically plausible neural network model.

Hiromichi Tsukada1, Yutaka Yamaguti2, Ichiro Tsuda2.   

Abstract

A number of memory models have been proposed. These all have the basic structure that excitatory neurons are reciprocally connected by recurrent connections together with the connections with inhibitory neurons, which yields associative memory (i.e., pattern completion) and successive retrieval of memory. In most of the models, a simple mathematical model for a neuron in the form of a discrete map is adopted. It has not, however, been clarified whether behaviors like associative memory and successive retrieval of memory appear when a biologically plausible neuron model is used. In this paper, we propose a network model for associative memory and successive retrieval of memory based on Pinsky-Rinzel neurons. The state of pattern completion in associative memory can be observed with an appropriate balance of excitatory and inhibitory connection strengths. Increasing of the connection strength of inhibitory interneurons changes the state of memory retrieval from associative memory to successive retrieval of memory. We investigate this transition.

Keywords:  Associative memory; Recurrent network; Successive retrieval of memory; Transitory dynamics

Year:  2013        PMID: 24427215      PMCID: PMC3773321          DOI: 10.1007/s11571-013-9244-2

Source DB:  PubMed          Journal:  Cogn Neurodyn        ISSN: 1871-4080            Impact factor:   5.082


  13 in total

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Authors:  J J Hopfield
Journal:  Proc Natl Acad Sci U S A       Date:  1982-04       Impact factor: 11.205

Review 7.  Neuronal diversity and temporal dynamics: the unity of hippocampal circuit operations.

Authors:  Thomas Klausberger; Peter Somogyi
Journal:  Science       Date:  2008-07-04       Impact factor: 47.728

8.  Muscarinic M2 and M1 receptors reduce GABA release by Ca2+ channel modulation through activation of PI3K/Ca2+ -independent and PLC/Ca2+ -dependent PKC.

Authors:  H Salgado; T Bellay; J A Nichols; M Bose; L Martinolich; L Perrotti; M Atzori
Journal:  J Neurophysiol       Date:  2007-06-20       Impact factor: 2.714

9.  Working memory dynamics and spontaneous activity in a flip-flop oscillations network model with a Milnor attractor.

Authors:  David Colliaux; Colin Molter; Yoko Yamaguchi
Journal:  Cogn Neurodyn       Date:  2009-02-26       Impact factor: 5.082

Review 10.  Cholinergic control of GABA release: emerging parallels between neocortex and hippocampus.

Authors:  J Josh Lawrence
Journal:  Trends Neurosci       Date:  2008-06-13       Impact factor: 13.837

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  2 in total

1.  Exponential synchronization of memristive Cohen-Grossberg neural networks with mixed delays.

Authors:  Xinsong Yang; Jinde Cao; Wenwu Yu
Journal:  Cogn Neurodyn       Date:  2014-01-04       Impact factor: 5.082

2.  A simplified computational memory model from information processing.

Authors:  Lanhua Zhang; Dongsheng Zhang; Yuqin Deng; Xiaoqian Ding; Yan Wang; Yiyuan Tang; Baoliang Sun
Journal:  Sci Rep       Date:  2016-11-23       Impact factor: 4.379

  2 in total

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