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MODULAR AND HIERARCHICAL SPECIALIZATION IN NEURAL NETWORKS

Yıl 2003, Cilt: 3 Sayı: 1, 719 - 726, 09.01.2012

A.J.W.M. ten Berg L. Spaanenburg

Öz

Modularity and hierarchy are fundamental notions in structured system design. By subdividing a large and unstructured problem into smaller and tractable chunks, design automation becomes possible. In this paper we discuss the use of modularity and hierarchy for functional specialization during the development of neural networks. We study the behavioral differences and requirements for back-propagation training of  feed-forward networks. Further we  illustrate that a deliberate mix of hierarchically imposed evaluation functions will improve network accuracy and learning speed.

Anahtar Kelimeler

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Yıl 2003, Cilt: 3 Sayı: 1, 719 - 726, 09.01.2012

A.J.W.M. ten Berg L. Spaanenburg

Öz

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Ayrıntılar

Birincil Dil İngilizce
Bölüm Makaleler
Yazarlar

A.J.W.M. ten Berg Bu kişi benim

L. Spaanenburg Bu kişi benim

Yayımlanma Tarihi 9 Ocak 2012
Yayımlandığı Sayı Yıl 2003 Cilt: 3 Sayı: 1

Kaynak Göster

APA Berg, A. t., & Spaanenburg, L. (2012). MODULAR AND HIERARCHICAL SPECIALIZATION IN NEURAL NETWORKS. IU-Journal of Electrical & Electronics Engineering, 3(1), 719-726.
AMA Berg At, Spaanenburg L. MODULAR AND HIERARCHICAL SPECIALIZATION IN NEURAL NETWORKS. IU-Journal of Electrical & Electronics Engineering. Ocak 2012;3(1):719-726.
Chicago Berg, A.J.W.M. ten, ve L. Spaanenburg. “MODULAR AND HIERARCHICAL SPECIALIZATION IN NEURAL NETWORKS”. IU-Journal of Electrical & Electronics Engineering 3, sy. 1 (Ocak 2012): 719-26.
EndNote Berg At, Spaanenburg L (01 Ocak 2012) MODULAR AND HIERARCHICAL SPECIALIZATION IN NEURAL NETWORKS. IU-Journal of Electrical & Electronics Engineering 3 1 719–726.
IEEE A. t. Berg ve L. Spaanenburg, “MODULAR AND HIERARCHICAL SPECIALIZATION IN NEURAL NETWORKS”, IU-Journal of Electrical & Electronics Engineering, c. 3, sy. 1, ss. 719–726, 2012.
ISNAD Berg, A.J.W.M. ten - Spaanenburg, L. “MODULAR AND HIERARCHICAL SPECIALIZATION IN NEURAL NETWORKS”. IU-Journal of Electrical & Electronics Engineering 3/1 (Ocak 2012), 719-726.
JAMA Berg At, Spaanenburg L. MODULAR AND HIERARCHICAL SPECIALIZATION IN NEURAL NETWORKS. IU-Journal of Electrical & Electronics Engineering. 2012;3:719–726.
MLA Berg, A.J.W.M. ten ve L. Spaanenburg. “MODULAR AND HIERARCHICAL SPECIALIZATION IN NEURAL NETWORKS”. IU-Journal of Electrical & Electronics Engineering, c. 3, sy. 1, 2012, ss. 719-26.
Vancouver Berg At, Spaanenburg L. MODULAR AND HIERARCHICAL SPECIALIZATION IN NEURAL NETWORKS. IU-Journal of Electrical & Electronics Engineering. 2012;3(1):719-26.
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