Oscillating Mobile Neurons with Entropic Assembling

Eugene Kagan, Shai Yona

2019

Abstract

Functionality of neural networks is based on changing connectivity between the neurons. Usually, such changes follow certain learning procedures that define which neurons are interconnected and what is the strength of the connection. The connected neurons form the distinguished groups also known as Hebbian ensembles that can act during long time or can disintegrate into smaller groups or even into separate neurons. In the paper, we consider the mechanism of assembling / disassembling of the groups of neurons. In contrast to the traditional approaches, we set ourselves to “the neuron’s point of view” and assume that the neuron chooses the neuron to connect with following the difference between the current individual entropy and the expected entropy of the ensemble. The states of the neurons are defined by the well-known Hodgkin-Huxley model and the entropy of the neuron and the neuron’s ensemble is calculated using the Klimontovich method. The suggested model is illustrated by numerical simulations that demonstrate its close relation with the known self-organizing systems and the dynamical models of the brain activity.

Paper Citation

in Harvard Style

Kagan E. and Yona S. (2019). Oscillating Mobile Neurons with Entropic Assembling.In Proceedings of the 11th International Conference on Agents and Artificial Intelligence - Volume 1: ICAART, ISBN 978-989-758-350-6, pages 260-266. DOI: 10.5220/0007571202600266

in Bibtex Style

@conference{icaart19,
author={Eugene Kagan and Shai Yona},
title={Oscillating Mobile Neurons with Entropic Assembling},
booktitle={Proceedings of the 11th International Conference on Agents and Artificial Intelligence - Volume 1: ICAART,},
year={2019},
pages={260-266},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0007571202600266},
isbn={978-989-758-350-6},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 11th International Conference on Agents and Artificial Intelligence - Volume 1: ICAART,
TI - Oscillating Mobile Neurons with Entropic Assembling
SN - 978-989-758-350-6
AU - Kagan E.
AU - Yona S.
PY - 2019
SP - 260
EP - 266
DO - 10.5220/0007571202600266