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政大典藏 > College of Science > Department of Mathematical Sciences > Periodical Articles > Item 140.119/130211

Please use this identifier to cite or link to this item: https://nccur.lib.nccu.edu.tw/handle/140.119/130211

Title:	The layer effect on multi-layer cellular neural networks
Authors:	班榮超 Ban, Jung-Chao Chang, Chih-Hung
Contributors:	應數系
Keywords:	Multi-layercellularnetworks;Topological entropy;Learning problems;Variant templates
Date:	2013-07
Issue Date:	2020-06-22 13:44:57 (UTC+8)
Abstract:	The present investigation elucidates how the number of layers/variance of templates influences the phenomena of multi-layer cellular neural networks (MCNNs). This study relates to learning problems for MCNNs. We show that the greater the number of templates that MCNNs adopt, the richer the phenomena that are derived, while equivalently, such neural networks are more efficient as regards the learning aspect. Additionally, the MCNNs with more layers exhibit more phenomena than the ones with fewer layers. A novel phenomenon is seen in the study of the effect of the number of layers with respect to fixed templates.
Relation:	Applied Mathematics Letters, Vol.26, No.7, pp.706-709
Data Type:	article
DOI link:	https://doi.org/10.1016/j.aml.2013.01.013
DOI:	10.1016/j.aml.2013.01.013
Appears in Collections:	[Department of Mathematical Sciences] Periodical Articles

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