Literature DB >> 12487797

Associative memory with dynamic synapses.

Lovorka Pantic1, Joaquín J Torres, Hilbert J Kappen, Stan C A M Gielen.   

Abstract

We have examined a role of dynamic synapses in the stochastic Hopfield-like network behavior. Our results demonstrate an appearance of a novel phase characterized by quick transitions from one memory state to another. The network is able to retrieve memorized patterns corresponding to classical ferromagnetic states but switches between memorized patterns with an intermittent type of behavior. This phenomenon might reflect the flexibility of real neural systems and their readiness to receive and respond to novel and changing external stimuli.

Mesh:

Year:  2002        PMID: 12487797     DOI: 10.1162/089976602760805331

Source DB:  PubMed          Journal:  Neural Comput        ISSN: 0899-7667            Impact factor:   2.026


  16 in total

1.  Mean-field analysis of selective persistent activity in presence of short-term synaptic depression.

Authors:  Sandro Romani; Daniel J Amit; Gianluigi Mongillo
Journal:  J Comput Neurosci       Date:  2006-04-22       Impact factor: 1.621

2.  The role of synaptic facilitation in spike coincidence detection.

Authors:  Jorge F Mejías; Joaquín J Torres
Journal:  J Comput Neurosci       Date:  2007-08-03       Impact factor: 1.621

3.  Going beyond a mean-field model for the learning cortex: second-order statistics.

Authors:  M T Wilson; Moira L Steyn-Ross; D A Steyn-Ross; J W Sleigh
Journal:  J Biol Phys       Date:  2008-03-18       Impact factor: 1.365

4.  Irregular dynamics in up and down cortical states.

Authors:  Jorge F Mejias; Hilbert J Kappen; Joaquin J Torres
Journal:  PLoS One       Date:  2010-11-08       Impact factor: 3.240

5.  Stochastic amplification of fluctuations in cortical up-states.

Authors:  Jorge Hidalgo; Luís F Seoane; Jesús M Cortés; Miguel A Muñoz
Journal:  PLoS One       Date:  2012-08-07       Impact factor: 3.240

6.  Stochastic resonance crossovers in complex networks.

Authors:  Giovanni Pinamonti; J Marro; Joaquín J Torres
Journal:  PLoS One       Date:  2012-12-14       Impact factor: 3.240

7.  Efficient transmission of subthreshold signals in complex networks of spiking neurons.

Authors:  Joaquin J Torres; Irene Elices; J Marro
Journal:  PLoS One       Date:  2015-03-23       Impact factor: 3.240

8.  Interplay between short- and long-term plasticity in cell-assembly formation.

Authors:  Naoki Hiratani; Tomoki Fukai
Journal:  PLoS One       Date:  2014-07-09       Impact factor: 3.240

9.  Stability analysis of associative memory network composed of stochastic neurons and dynamic synapses.

Authors:  Yuichi Katori; Yosuke Otsubo; Masato Okada; Kazuyuki Aihara
Journal:  Front Comput Neurosci       Date:  2013-02-21       Impact factor: 2.380

10.  Emerging phenomena in neural networks with dynamic synapses and their computational implications.

Authors:  Joaquin J Torres; Hilbert J Kappen
Journal:  Front Comput Neurosci       Date:  2013-04-05       Impact factor: 2.380

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