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American Journal of Neural Networks and Applications

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Volume 2, Issue 1, February 2016

Convergence of Online Gradient Method for Pi-sigma Neural Networks with Inner-penalty Terms

Kh. Sh. Mohamed, Xiong Yan, Y. Sh. Mohammed, Abd-Elmoniem A. Elzain, Habtamu Z. A., Abdrhaman M. Adam

Issue: Volume 2, Issue 1, February 2016

Pages: 1-5

Received: 14 March 2016

Accepted: 30 March 2016

Published: 10 May 2016

DOI: 10.11648/j.ajnna.20160201.11

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Abstract: This paper investigates an online gradient method with inner- penalty for a novel feed forward network it is called pi-sigma network. This network utilizes product cells as the output units to indirectly incorporate the capabilities of higher-order networks while using a fewer number of weights and processing units. Penalty term methods have been w... Show More

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