MODULAR AND HIERARCHICAL SPECIALIZATION IN NEURAL NETWORKS

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

MODULAR AND HIERARCHICAL SPECIALIZATION IN NEURAL NETWORKS

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

https://izlik.org/JA87NH46AF

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.

Keywords

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

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

https://izlik.org/JA87NH46AF

Abstract

There are 0 citations in total.

Details

Primary Language	English
Authors	A.J.W.M. ten Berg This is me L. Spaanenburg This is me
Publication Date	January 9, 2012
IZ	https://izlik.org/JA87NH46AF
Published in Issue	Year 2003 Volume: 3 Issue: 1

Cite

APA	Berg, A. ten, & Spaanenburg, L. (2012). MODULAR AND HIERARCHICAL SPECIALIZATION IN NEURAL NETWORKS. IU-Journal of Electrical & Electronics Engineering, 3(1), 719-726. https://izlik.org/JA87NH46AF
AMA	1.Berg A ten, Spaanenburg L. MODULAR AND HIERARCHICAL SPECIALIZATION IN NEURAL NETWORKS. IU-Journal of Electrical & Electronics Engineering. 2012;3(1):719-726. https://izlik.org/JA87NH46AF
Chicago	Berg, A.J.W.M. ten, and L. Spaanenburg. 2012. “MODULAR AND HIERARCHICAL SPECIALIZATION IN NEURAL NETWORKS”. IU-Journal of Electrical & Electronics Engineering 3 (1): 719-26. https://izlik.org/JA87NH46AF.
EndNote	Berg A ten, Spaanenburg L (January 1, 2012) MODULAR AND HIERARCHICAL SPECIALIZATION IN NEURAL NETWORKS. IU-Journal of Electrical & Electronics Engineering 3 1 719–726.
IEEE	[1]A. ten Berg and L. Spaanenburg, “MODULAR AND HIERARCHICAL SPECIALIZATION IN NEURAL NETWORKS”, IU-Journal of Electrical & Electronics Engineering, vol. 3, no. 1, pp. 719–726, Jan. 2012, [Online]. Available: https://izlik.org/JA87NH46AF
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 1, 2012): 719-726. https://izlik.org/JA87NH46AF.
JAMA	1.Berg A ten, 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, Jan. 2012, pp. 719-26, https://izlik.org/JA87NH46AF.
Vancouver	1.Berg A ten, Spaanenburg L. MODULAR AND HIERARCHICAL SPECIALIZATION IN NEURAL NETWORKS. IU-Journal of Electrical & Electronics Engineering [Internet]. 2012 Jan. 1;3(1):719-26. Available from: https://izlik.org/JA87NH46AF