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MODULAR AND HIERARCHICAL SPECIALIZATION IN NEURAL NETWORKS

Year 2003, Volume: 3 Issue: 1, 719 - 726, 09.01.2012

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

Abstract

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.

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Year 2003, Volume: 3 Issue: 1, 719 - 726, 09.01.2012

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

Abstract

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Details

Primary Language English
Journal Section Articles
Authors

A.J.W.M. ten Berg

L. Spaanenburg

Publication Date January 9, 2012
Published in Issue Year 2003 Volume: 3 Issue: 1

Cite

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. January 2012;3(1):719-726.
Chicago Berg, A.J.W.M. ten, and L. Spaanenburg. “MODULAR AND HIERARCHICAL SPECIALIZATION IN NEURAL NETWORKS”. IU-Journal of Electrical & Electronics Engineering 3, no. 1 (January 2012): 719-26.
EndNote Berg At, Spaanenburg L (January 1, 2012) MODULAR AND HIERARCHICAL SPECIALIZATION IN NEURAL NETWORKS. IU-Journal of Electrical & Electronics Engineering 3 1 719–726.
IEEE A. t. Berg and L. Spaanenburg, “MODULAR AND HIERARCHICAL SPECIALIZATION IN NEURAL NETWORKS”, IU-Journal of Electrical & Electronics Engineering, vol. 3, no. 1, pp. 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 (January 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 and L. Spaanenburg. “MODULAR AND HIERARCHICAL SPECIALIZATION IN NEURAL NETWORKS”. IU-Journal of Electrical & Electronics Engineering, vol. 3, no. 1, 2012, pp. 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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