Does Training Lead to the Formation of Modules in Threshold Networks?

Delphine Nicolay; Roli Andrea; Timoteo Carletti

Does Training Lead to the Formation of Modules in Threshold Networks?

Delphine Nicolay, Roli Andrea, Timoteo Carletti

Namur Institute for Complex Systems

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Résumé

This paper addresses the question to determine the necessary
conditions for the emergence of modules in the framework of artificial
evolution. In particular, threshold networks are trained as controllers
for robots able to perform two different tasks at the same time. It is
shown that modules do not emerge under a wide set of conditions in our
experimental framework. This finding supports the hypothesis that the
emergence of modularity indeed depends upon the algorithm used for
artificial evolution and the characteristics of the tasks.

langue originale	Anglais
titre	Proceedings of ECCS 2014
Sous-titre	European Conference on Complex Systems
Editeur	Springer
Pages	181-192
Nombre de pages	12
ISBN (Electronique)	978-3-319-29228-1
ISBN (imprimé)	978-3-319-29226-7
Etat de la publication	Publié - 1 mai 2016
Evénement	eccs'14 - Lucca, Italie Durée: 22 sept. 2014 → 26 sept. 2014

Série de publications

Nom	Springer Proceedings in Complexity
Editeur	Springer

Comité scientifique

Comité scientifique	eccs'14
Pays/Territoire	Italie
La ville	Lucca
période	22/09/14 → 26/09/14

Accès au document

NicolayEtAlVersion finale publiée, 369 KB

Autres fichiers et liens

http://www.springer.com/gp/book/9783319292267

PAI n°P7/19 - DYSCO: Dynamical systems, control and optimization (DYSCO)
Winkin, J. (Co-investigateur), Blondel, V. (Responsable du Projet), Vandewalle, J. (Co-investigateur), Pintelon, R. M. (Co-investigateur), Sepulchre, R. (Co-investigateur), Vande Wouwer, A. (Co-investigateur) & Sartenaer, A. (Co-investigateur)
1/04/12 → 30/09/17
Projet: Recherche

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Contient cette citation

@inproceedings{8e1ebee40c7647a0a129e5e95d1c96e4,

title = "Does Training Lead to the Formation of Modules in Threshold Networks?",

abstract = "This paper addresses the question to determine the necessaryconditions for the emergence of modules in the framework of artificialevolution. In particular, threshold networks are trained as controllersfor robots able to perform two different tasks at the same time. It isshown that modules do not emerge under a wide set of conditions in ourexperimental framework. This finding supports the hypothesis that theemergence of modularity indeed depends upon the algorithm used forartificial evolution and the characteristics of the tasks.",

keywords = "neural networks, learning, genetic algorithm, modularity, evolutionary robotics",

author = "Delphine Nicolay and Roli Andrea and Timoteo Carletti",

year = "2016",

month = may,

day = "1",

language = "English",

isbn = "978-3-319-29226-7",

series = "Springer Proceedings in Complexity",

publisher = "Springer",

pages = "181--192",

booktitle = "Proceedings of ECCS 2014",

address = "United States",

note = "eccs'14 ; Conference date: 22-09-2014 Through 26-09-2014",

}

Does Training Lead to the Formation of Modules in Threshold Networks? / Nicolay, Delphine; Andrea, Roli; Carletti, Timoteo.
Proceedings of ECCS 2014: European Conference on Complex Systems. Springer, 2016. p. 181-192 (Springer Proceedings in Complexity).

Résultats de recherche: Contribution dans un livre/un catalogue/un rapport/dans les actes d'une conférence › Article dans les actes d'une conférence/un colloque