Literature DB >> 7670670

Noise-enhanced performance in a cortical associative memory model.

H Liljenström1, X B Wu.   

Abstract

Spontaneous neuronal activity and synaptic noise are well-known phenomena, but their biological significance has not yet been assessed. Using a computer model of the olfactory cortex we show that such activity, expressed as temporal noise in the model, can reduce recall time in associative memory tasks. We investigate both additive and multiplicative noise, and find optimal noise levels for which the recall time reaches a minimum. In addition, we demonstrate that noise can induce state transitions, such that the system is pushed from one attractor state to another. For high enough noise levels the dynamics can change dramatically and, for example, switch from an oscillatory to a chaos-like behavior. We discuss these findings in light of their significance for neural information processing.

Mesh:

Year:  1995        PMID: 7670670     DOI: 10.1142/s0129065795000032

Source DB:  PubMed          Journal:  Int J Neural Syst        ISSN: 0129-0657            Impact factor:   5.866


  4 in total

1.  A biologically inspired model for pattern recognition.

Authors:  Eduardo Gonzalez; Hans Liljenström; Yusely Ruiz; Guang Li
Journal:  J Zhejiang Univ Sci B       Date:  2010-02       Impact factor: 3.066

2.  Context codes and the effect of noisy learning on a simplified hippocampal CA3 model.

Authors:  X Wu; R A Baxter; W B Levy
Journal:  Biol Cybern       Date:  1996-02       Impact factor: 2.086

3.  A Neural Mechanism for Reward Discounting: Insights from Modeling Hippocampal-Striatal Interactions.

Authors:  Patryk A Laurent
Journal:  Cognit Comput       Date:  2013-03-01       Impact factor: 5.418

4.  Chaotic and stochastic dynamics of epileptiform-like activities in sclerotic hippocampus resected from patients with pharmacoresistant epilepsy.

Authors:  Noemi S Araújo; Selvin Z Reyes-Garcia; João A F Brogin; Douglas D Bueno; Esper A Cavalheiro; Carla A Scorza; Jean Faber
Journal:  PLoS Comput Biol       Date:  2022-04-13       Impact factor: 4.779

  4 in total

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