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Computational simulations of stochastic integrate-and-fire neurons balanced networks

Grant number: 16/00430-3
Support type:Scholarships in Brazil - Post-Doctorate
Effective date (Start): March 01, 2016
Effective date (End): October 18, 2018
Field of knowledge:Physical Sciences and Mathematics - Physics
Principal Investigator:Jorge Stolfi
Grantee:Ariadne de Andrade Costa
Home Institution: Instituto de Computação (IC). Universidade Estadual de Campinas (UNICAMP). Campinas , SP, Brazil
Associated research grant:13/07699-0 - Research, Innovation and Dissemination Center for Neuromathematics - NeuroMat, AP.CEPID
Associated scholarship(s):16/20945-8 - Impact of connection topology on the dynamics of stochastic integrate-and-fire neuronal network, BE.EP.PD

Abstract

We propose to use computational simulations of integrate-and-fire neuronal network models to investigate their dynamical properties, such as the influence of network topology and synapse plasticity in their phase diagram and the nature of its critical regions. We intend to focus on neural networks that are balanced with respect to the ratio of excitatory and inhibitory inputs to each neuron. This balance seems to be fundamental for efficient learning and information processing by the network. We plan to investigate the phase diagram of such networks and better understand the homogeneous and heterogeneous regimes that have been observed in them. We also intend to investigate the role of synaptic plasticity in achieving said balance and in the appearance of self-organized criticality. (AU)

Scientific publications (5)
(References retrieved automatically from Web of Science and SciELO through information on FAPESP grants and their corresponding numbers as mentioned in the publications by the authors)
KINOUCHI, OSAME; BROCHINI, LUDMILA; COSTA, ARIADNE A.; FERREIRA CAMPOS, JOAO GUILHERME; COPELLI, MAURO. Stochastic oscillations and dragon king avalanches in self-organized quasi-critical systems. SCIENTIFIC REPORTS, v. 9, MAR 7 2019. Web of Science Citations: 1.
COSTA, ARIADNE A.; BROCHINI, LUDMILA; KINOUCHI, OSAME. Self-Organized Supercriticality and Oscillations in Networks of Stochastic Spiking Neurons. Entropy, v. 19, n. 8 AUG 2017. Web of Science Citations: 4.
FERREIRA CAMPOS, JOAO GUILHERME; COSTA, ARIADNE DE ANDRADE; COPELLI, MAURO; KINOUCHI, OSAME. Correlations induced by depressing synapses in critically self-organized networks with quenched dynamics. Physical Review E, v. 95, n. 4 APR 10 2017. Web of Science Citations: 6.
BROCHINI, LUDMILA; COSTA, ARIADNE DE ANDRADE; ABADI, MIGUEL; ROQUE, ANTONIO C.; STOLFI, JORGE; KINOUCHI, OSAME. Phase transitions and self-organized criticality in networks of stochastic spiking neurons. SCIENTIFIC REPORTS, v. 6, NOV 7 2016. Web of Science Citations: 17.
COSTA, ARIADNE DE ANDRADE; TINOS, RENATO. Investigation of rat exploratory behavior via evolving artificial neural networks. JOURNAL OF NEUROSCIENCE METHODS, v. 270, p. 102-110, SEP 1 2016. Web of Science Citations: 0.

Please report errors in scientific publications list by writing to: cdi@fapesp.br.