Repository logo
 

Fast learning process of multilayer neural networks using recursive least squares method

Simple item page
dc.contributor.authorAzimi-Sadjadi, Mahmood R., author
dc.contributor.authorLiou, Ren-Jean, author
dc.contributor.authorIEEE, publisher
dc.date.accessioned2007-01-03T04:49:17Z
dc.date.available2007-01-03T04:49:17Z
dc.date.issued1992
dc.description.abstractIn this correspondence a new approach for the learning process of multilayer perceptron neural networks using the recursive least squares (RLS) type algorithm is proposed. This method minimizes the global sum of the squared errors between the actual and the desired output values iteratively. The weights in the network are updated upon the arrival-of a new training sample and by solving a system of normal equations recursively. To determine the desired target in the hidden layers an analog of backpropagation (BP) strategy used in the conventional learning algorithms is developed. This permits the application of the learning procedure to all the layers. Simulation results on the 4-b parity checker and multiplexer networks are obtained which indicate significant reduction in the total number of iterations when compared with those of the conventional and accelerated backpropagation (ABP) algorithms.
dc.format.mediumborn digital
dc.format.mediumarticles
dc.identifier.bibliographicCitationAzimi-Sadjadi, Mahmood R. and Ren-Jean Liou, Fast Learning Process of Multilayer Neural Networks Using Recursive Least Squares Method, IEEE Transactions on Signal Processing 40, no. 2 (February 1992): 446-450.
dc.identifier.urihttp://hdl.handle.net/10217/934
dc.languageEnglish
dc.language.isoeng
dc.publisherColorado State University. Libraries
dc.relation.ispartofFaculty Publications
dc.rights©1992 IEEE.
dc.rightsCopyright 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.subjectlearning systems
dc.subjectleast squares approximations
dc.subjectneural nets
dc.titleFast learning process of multilayer neural networks using recursive least squares method
dc.typeText

Files

Original bundle
Now showing 1 - 1 of 1
Thumbnail Image
Name:
ECEmra00034.pdf
Size:
453.77 KB
Format:
Adobe Portable Document Format
Description:
Download

Collections

Faculty Publications