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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