On cellular neural network learning

Xavier Vilasís-Cardona; Mireia Vinyoles-Serra

doi:10.1109/ECCTD.2005.1522933

On cellular neural network learning

Xavier Vilasís-Cardona, Mireia Vinyoles-Serra

La Salle International School of Commerce and Digital Economy

Research output: Book chapter › Conference contribution › peer-review

6 Citations (Scopus)

Abstract

We study the continous time two neuron CNN in the context of a supervised learning problem and extract the convergence map for constant inputs. From this result we can design a CNN cloning template for a classification problem. Some of the parameters of this cloning template play no effective role in the tesselation giving the convergence map. This gives some hints on how to set up a learning problem and solves the template composition problem for this case.

Original language	English
Title of host publication	Proceedings of the 2005 European Conference on Circuit Theory and Design
Pages	153-156
Number of pages	4
DOIs	https://doi.org/10.1109/ECCTD.2005.1522933
Publication status	Published - 2005
Event	2005 European Conference on Circuit Theory and Design - Cork, Ireland Duration: 28 Aug 2005 → 2 Sept 2005

Publication series

Name	Proceedings of the 2005 European Conference on Circuit Theory and Design
Volume	1

Conference

Conference	2005 European Conference on Circuit Theory and Design
Country/Territory	Ireland
City	Cork
Period	28/08/05 → 2/09/05

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10.1109/ECCTD.2005.1522933

Cite this

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title = "On cellular neural network learning",

abstract = "We study the continous time two neuron CNN in the context of a supervised learning problem and extract the convergence map for constant inputs. From this result we can design a CNN cloning template for a classification problem. Some of the parameters of this cloning template play no effective role in the tesselation giving the convergence map. This gives some hints on how to set up a learning problem and solves the template composition problem for this case.",

author = "Xavier Vilas{\'i}s-Cardona and Mireia Vinyoles-Serra",

year = "2005",

doi = "10.1109/ECCTD.2005.1522933",

language = "English",

isbn = "0780390660",

series = "Proceedings of the 2005 European Conference on Circuit Theory and Design",

pages = "153--156",

booktitle = "Proceedings of the 2005 European Conference on Circuit Theory and Design",

note = "2005 European Conference on Circuit Theory and Design ; Conference date: 28-08-2005 Through 02-09-2005",

}

Vilasís-Cardona, X & Vinyoles-Serra, M 2005, On cellular neural network learning. in Proceedings of the 2005 European Conference on Circuit Theory and Design., 1522933, Proceedings of the 2005 European Conference on Circuit Theory and Design, vol. 1, pp. 153-156, 2005 European Conference on Circuit Theory and Design, Cork, Ireland, 28/08/05. https://doi.org/10.1109/ECCTD.2005.1522933

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AU - Vilasís-Cardona, Xavier

AU - Vinyoles-Serra, Mireia

PY - 2005

Y1 - 2005

N2 - We study the continous time two neuron CNN in the context of a supervised learning problem and extract the convergence map for constant inputs. From this result we can design a CNN cloning template for a classification problem. Some of the parameters of this cloning template play no effective role in the tesselation giving the convergence map. This gives some hints on how to set up a learning problem and solves the template composition problem for this case.

AB - We study the continous time two neuron CNN in the context of a supervised learning problem and extract the convergence map for constant inputs. From this result we can design a CNN cloning template for a classification problem. Some of the parameters of this cloning template play no effective role in the tesselation giving the convergence map. This gives some hints on how to set up a learning problem and solves the template composition problem for this case.

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U2 - 10.1109/ECCTD.2005.1522933

DO - 10.1109/ECCTD.2005.1522933

M3 - Conference contribution

AN - SCOPUS:33749077161

SN - 0780390660

SN - 9780780390669

T3 - Proceedings of the 2005 European Conference on Circuit Theory and Design

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BT - Proceedings of the 2005 European Conference on Circuit Theory and Design

T2 - 2005 European Conference on Circuit Theory and Design

Y2 - 28 August 2005 through 2 September 2005

ER -

On cellular neural network learning

Abstract

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