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Authors: Ryohei Nakano ; Seiya Satoh and Takayuki Ohwaki

Affiliation: Chubu University, Japan

ISBN: 978-989-8425-84-3

Keyword(s): Multilayer perceptron, Singular region, Learning method, Polynomial network, XOR problem.

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 ; Supervised and Unsupervised Learning ; Theory and Methods

Abstract: In a search space of multilayer perceptron having J hidden units, MLP(J), there exists a singular flat region created by the projection of the optimal solution of MLP(J-1). Since such a singular region causes serious slowdown for learning methods, a method for avoiding the region has been aspired. However, such avoiding does not guarantee the quality of the final solution. This paper proposes a new learning method which does not avoid but makes good use of singular regions to find a solution good enough for MLP(J). The potential of the method is shown by our experiments using artificial data sets, XOR problem, and a real data set.

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Paper citation in several formats:
Nakano, R.; Satoh, S. and Ohwaki, T. (2011). LEARNING METHOD UTILIZING SINGULAR REGION OF MULTILAYER PERCEPTRON.In Proceedings of the International Conference on Neural Computation Theory and Applications - Volume 1: NCTA, (IJCCI 2011) ISBN 978-989-8425-84-3, pages 106-111. DOI: 10.5220/0003652501060111

@conference{ncta11,
author={Ryohei Nakano. and Seiya Satoh. and Takayuki Ohwaki.},
title={LEARNING METHOD UTILIZING SINGULAR REGION OF MULTILAYER PERCEPTRON},
booktitle={Proceedings of the International Conference on Neural Computation Theory and Applications - Volume 1: NCTA, (IJCCI 2011)},
year={2011},
pages={106-111},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0003652501060111},
isbn={978-989-8425-84-3},
}

TY - CONF

JO - Proceedings of the International Conference on Neural Computation Theory and Applications - Volume 1: NCTA, (IJCCI 2011)
TI - LEARNING METHOD UTILIZING SINGULAR REGION OF MULTILAYER PERCEPTRON
SN - 978-989-8425-84-3
AU - Nakano, R.
AU - Satoh, S.
AU - Ohwaki, T.
PY - 2011
SP - 106
EP - 111
DO - 10.5220/0003652501060111

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