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Authors: Seiya Satoh and Ryohei Nakano

Affiliation: Chubu University, Japan

ISBN: 978-989-758-054-3

Keyword(s): Multilayer Perceptron, Learning Method, Singular Region, Reducibility Mapping.

Related Ontology Subjects/Areas/Topics: Artificial Intelligence ; Biomedical Engineering ; Biomedical Signal Processing ; 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 a search space of a multilayer perceptron having J hidden units, MLP(J), there exist flat areas called singular regions that cause serious stagnation of learning. Recently a method called SSF1.3 utilizing singular regions has been proposed to systematically and stably find excellent solutions. SSF1.3 starts search from a search space of MLP(1), increasing J one by one. This paper proposes SSF2 that performs MLP search by utilizing singular regions with J changed bidirectionally within a certain range. The proposed method was evaluated using artificial and real data sets.

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Paper citation in several formats:
Satoh, S. and Nakano, R. (2014). Singularity Stairs Following with Limited Numbers of Hidden Units.In Proceedings of the International Conference on Neural Computation Theory and Applications - Volume 1: NCTA, (IJCCI 2014) ISBN 978-989-758-054-3, pages 180-186. DOI: 10.5220/0005075601800186

@conference{ncta14,
author={Seiya Satoh. and Ryohei Nakano.},
title={Singularity Stairs Following with Limited Numbers of Hidden Units},
booktitle={Proceedings of the International Conference on Neural Computation Theory and Applications - Volume 1: NCTA, (IJCCI 2014)},
year={2014},
pages={180-186},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0005075601800186},
isbn={978-989-758-054-3},
}

TY - CONF

JO - Proceedings of the International Conference on Neural Computation Theory and Applications - Volume 1: NCTA, (IJCCI 2014)
TI - Singularity Stairs Following with Limited Numbers of Hidden Units
SN - 978-989-758-054-3
AU - Satoh, S.
AU - Nakano, R.
PY - 2014
SP - 180
EP - 186
DO - 10.5220/0005075601800186

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