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Author: Igor Aizenberg

Affiliation: Texas A&M University-Texarkana, United States

ISBN: 978-989-674-014-6

Keyword(s): Complex-valued neural networks, Derivative-free learning, Pattern recognition, Classification.

Related Ontology Subjects/Areas/Topics: Artificial Intelligence ; Biomedical Engineering ; Biomedical Signal Processing ; Complex-Valued Neural Networks ; Computational Intelligence ; Health Engineering and Technology Applications ; Human-Computer Interaction ; Learning Paradigms and Algorithms ; Methodologies and Methods ; Neural Networks ; Neurocomputing ; Neurotechnology, Electronics and Informatics ; Pattern Recognition ; Physiological Computing Systems ; Sensor Networks ; Signal Processing ; Soft Computing ; Theory and Methods

Abstract: In this paper, a new activation function for the multi-valued neuron (MVN) is presented. The MVN is a neuron with complex-valued weights and inputs/output, which are located on the unit circle. Although the MVN has a greater functionality than a sigmoidal or radial basis function neurons, it has a limited capability of learning highly nonlinear functions. A periodic activation function, which is introduced in this paper, makes it possible to learn nonlinearly separable problems and non-threshold multiple-valued functions using a single multi-valued neuron. The MVN’s functionality becomes higher and the MVN becomes more efficient in solving various classification problems. A learning algorithm based on the error-correction rule for an MVN with the introduced activation function is also presented.

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Paper citation in several formats:
Aizenberg I. and (2009). A MULTI-VALUED NEURON WITH A PERIODIC ACTIVATION FUNCTION.In Proceedings of the International Joint Conference on Computational Intelligence - Volume 1: ICNC, (IJCCI 2009) ISBN 978-989-674-014-6, pages 347-354. DOI: 10.5220/0002286203470354

@conference{icnc09,
author={Igor Aizenberg},
title={A MULTI-VALUED NEURON WITH A PERIODIC ACTIVATION FUNCTION},
booktitle={Proceedings of the International Joint Conference on Computational Intelligence - Volume 1: ICNC, (IJCCI 2009)},
year={2009},
pages={347-354},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0002286203470354},
isbn={978-989-674-014-6},
}

TY - CONF

JO - Proceedings of the International Joint Conference on Computational Intelligence - Volume 1: ICNC, (IJCCI 2009)
TI - A MULTI-VALUED NEURON WITH A PERIODIC ACTIVATION FUNCTION
SN - 978-989-674-014-6
AU - Aizenberg, I.
PY - 2009
SP - 347
EP - 354
DO - 10.5220/0002286203470354

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