Paper announcement

Russell Leighton russ at oceanus.mitre.org
Mon Jul 15 13:39:41 EDT 1991


The following paper is available in the neuroprose library (leighton.ar-backprop.ps.Z).


                     The Autoregressive Backpropagation Algorithm

             {To appear in the Proceedings of the International Joint Conference on 
                                Neural Networks, 1991}

                       Russell R. Leighton and Bartley C. Conrath 
	                         The MITRE Corporation 
	                  7525 Colshire Drive, McLean, VA 22102


	This paper describes an extension to error backpropagation
	that allows the nodes in a neural network to encode state information
	in an autoregressive ``memory.''  This	neural model gives such networks
        the ability to learn to	recognize sequences and context-sensitive patterns. 
	Building upon the work of Wieland concerning nodes with a single feedback
	connection, this paper generalizes the method to $n$ feedback connections 
        and addresses stability issues. The learning algorithm is derived, and a few
	applications are presented.


To get the paper:

1. ftp 128.146.8.62
2. cd pub/neuroprose
3. binary
4. get leighton.ar-backprop.ps.Z
5. quit
6. uncompress leighton.ar-backprop.ps.Z
7. lpr leighton.ar-backprop.ps

Russ


INTERNET: russ at dash.mitre.org

Russell Leighton
MITRE Signal Processing Lab
7525 Colshire Dr.
McLean, Va. 22102
USA



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