Recursive dynamic node creation in multilayer neural networks
| dc.contributor.author | Trujillo, Frank O., author | |
| dc.contributor.author | Sheedvash, Sassan, author | |
| dc.contributor.author | Azimi-Sadjadi, Mahmood R., author | |
| dc.contributor.author | IEEE, publisher | |
| dc.date.accessioned | 2007-01-03T04:48:22Z | |
| dc.date.available | 2007-01-03T04:48:22Z | |
| dc.date.issued | 1993 | |
| dc.description.abstract | This paper presents the derivations of a novel approach for simultaneous recursive weight adaptation and node creation in multilayer back-propagation neural networks. The method uses time and order update formulations in the orthogonal projection method to derive a recursive weight updating procedure for the training process of the neural network and a recursive node creation algorithm for weight adjustment of a layer with added nodes during the training process. The proposed approach allows optimal dynamic node creation in the sense that the mean-squared error is minimized for each new topology. The effectiveness of the algorithm is demonstrated on several benchmark problems, namely, the multiplexer and the decoder problems as well as a real world application for detection and classification of buried dielectric anomalies using a microwave sensor. | |
| dc.format.medium | born digital | |
| dc.format.medium | articles | |
| dc.identifier.bibliographicCitation | Azimi-Sadjadi, Mahmood R., Sassan Sheedvash, and Frank O. Trujillo, Recursive Dynamic Node Creation in Multilayer Neural Networks, IEEE Transactions on Neural Networks 4, no. 2 (March 1993): 242-256. | |
| dc.identifier.uri | http://hdl.handle.net/10217/920 | |
| dc.language | English | |
| dc.language.iso | eng | |
| dc.publisher | Colorado State University. Libraries | |
| dc.relation.ispartof | Faculty Publications | |
| dc.rights | ©1993 IEEE. | |
| dc.rights | Copyright and other restrictions may apply. User is responsible for compliance with all applicable laws. For information about copyright law, please see https://libguides.colostate.edu/copyright. | |
| dc.subject | backpropagation | |
| dc.subject | feedforward neural nets | |
| dc.subject | topology | |
| dc.title | Recursive dynamic node creation in multilayer neural networks | |
| dc.type | Text |
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